In [2]:
#!/usr/bin/python

import sys
import pickle


from feature_format import featureFormat, targetFeatureSplit
from tester import dump_classifier_and_data, test_classifier # importing items from tester.py

### Task 1: Select what features you'll use.
### features_list is a list of strings, each of which is a feature name.
### The first feature must be "poi".
features_list = ['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees'] 

### Load the dictionary containing the dataset
with open("final_project_dataset.pkl", "r") as data_file:
    data_dict = pickle.load(data_file)

### Task 2: Remove outliers

# Remove outliers based on outlier investigation
del data_dict['TOTAL']
del data_dict['THE TRAVEL AGENCY IN THE PARK']

# https://stackoverflow.com/questions/5844672/delete-an-item-from-a-dictionary - Used as source to do data cleaning
# See Sources document for further details.

### Task 3: Create new feature(s)
### Store to my_dataset for easy export below.
my_dataset = data_dict

for a in my_dataset:  # creating new feature
    if type(my_dataset[a]['salary']) != int:
        my_dataset[a]['salary_bonus'] = 0
    elif type(my_dataset[a]['bonus']) != int:
        my_dataset[a]['salary_bonus'] = 0
    else:
        my_dataset[a]['salary_bonus'] = my_dataset[a]['bonus'] + my_dataset[a]['salary']

for a in my_dataset:  # creating new feature
    if type(my_dataset[a]['restricted_stock_deferred']) != int:
        my_dataset[a]['resto_dirfees'] = 0
    elif type(my_dataset[a]['director_fees']) != int:
        my_dataset[a]['resto_dirfees'] = 0
    else:
        my_dataset[a]['resto_dirfees'] = my_dataset[a]['restricted_stock_deferred'] + my_dataset[a]['director_fees']


### Extract features and labels from dataset for local testing
data = featureFormat(my_dataset, features_list, sort_keys = True)
labels, features = targetFeatureSplit(data)

### Task 4: Try a varity of classifiers
### Please name your classifier clf for easy export below.
### Note that if you want to do PCA or other multi-stage operations,
### you'll need to use Pipelines. For more info:
### http://scikit-learn.org/stable/modules/pipeline.html

# Provided to give you a starting point. Try a variety of classifiers.
from sklearn.naive_bayes import GaussianNB
clf = GaussianNB()


### Task 5: Tune your classifier to achieve better than .3 precision and recall
### using our testing script. Check the tester.py script in the final project
### folder for details on the evaluation method, especially the test_classifier
### function. Because of the small size of the dataset, the script uses
### stratified shuffle split cross validation. For more info:
### http://scikit-learn.org/stable/modules/generated/sklearn.cross_validation.StratifiedShuffleSplit.html

print test_classifier(clf, my_dataset, features_list) # Using Validation code provided by Udacity



### Task 6: Dump your classifier, dataset, and features_list so anyone can
### check your results. You do not need to change anything below, but make sure
### that the version of poi_id.py that you submit can be run on its own and
### generates the necessary .pkl files for validating your results.

dump_classifier_and_data(clf, my_dataset, features_list)
GaussianNB()
	Accuracy: 0.70733	Precision: 0.36284	Recall: 1.00000	F1: 0.53248	F2: 0.74008
	Total predictions: 6000	True positives: 1000	False positives: 1756	False negatives:    0	True negatives: 3244

None
In [3]:
#!/usr/bin/pickle

""" a basic script for importing student's POI identifier,
    and checking the results that they get from it 
 
    requires that the algorithm, dataset, and features list
    be written to my_classifier.pkl, my_dataset.pkl, and
    my_feature_list.pkl, respectively

    that process should happen at the end of poi_id.py
"""

import pickle
import sys
from sklearn.cross_validation import StratifiedShuffleSplit
from feature_format import featureFormat, targetFeatureSplit

PERF_FORMAT_STRING = "\
\tAccuracy: {:>0.{display_precision}f}\tPrecision: {:>0.{display_precision}f}\t\
Recall: {:>0.{display_precision}f}\tF1: {:>0.{display_precision}f}\tF2: {:>0.{display_precision}f}"
RESULTS_FORMAT_STRING = "\tTotal predictions: {:4d}\tTrue positives: {:4d}\tFalse positives: {:4d}\
\tFalse negatives: {:4d}\tTrue negatives: {:4d}"

All = [] # Added by me

def test_classifier(clf, dataset, feature_list, folds = 1000):
    data = featureFormat(dataset, feature_list, sort_keys = True)
    labels, features = targetFeatureSplit(data)
    Yield = [] # added by me
    cv = StratifiedShuffleSplit(labels, folds, random_state = 42)
    true_negatives = 0
    false_negatives = 0
    true_positives = 0
    false_positives = 0
    for train_idx, test_idx in cv: 
        features_train = []
        features_test  = []
        labels_train   = []
        labels_test    = []
        for ii in train_idx:
            features_train.append( features[ii] )
            labels_train.append( labels[ii] )
        for jj in test_idx:
            features_test.append( features[jj] )
            labels_test.append( labels[jj] )
        
        ### fit the classifier using training set, and test on test set
        clf.fit(features_train, labels_train)
        predictions = clf.predict(features_test)
        for prediction, truth in zip(predictions, labels_test):
            if prediction == 0 and truth == 0:
                true_negatives += 1
            elif prediction == 0 and truth == 1:
                false_negatives += 1
            elif prediction == 1 and truth == 0:
                false_positives += 1
            elif prediction == 1 and truth == 1:
                true_positives += 1
            else:
                print "Warning: Found a predicted label not == 0 or 1."
                print "All predictions should take value 0 or 1."
                print "Evaluating performance for processed predictions:"
                break
    try:
        total_predictions = true_negatives + false_negatives + false_positives + true_positives
        accuracy = 1.0*(true_positives + true_negatives)/total_predictions
        precision = 1.0*true_positives/(true_positives+false_positives)
        recall = 1.0*true_positives/(true_positives+false_negatives)
        Yield.append(str(accuracy)) # this line and the 4 below added by me to compile all the combinations 
        Yield.append(str(precision)) 
        Yield.append(str(recall)) 
        Yield.append(feature_list) 
        All.append(Yield) 
        f1 = 2.0 * true_positives/(2*true_positives + false_positives+false_negatives)
        f2 = (1+2.0*2.0) * precision*recall/(4*precision + recall)
        print clf
        print feature_list # added by me
        print PERF_FORMAT_STRING.format(accuracy, precision, recall, f1, f2, display_precision = 5)
        print RESULTS_FORMAT_STRING.format(total_predictions, true_positives, false_positives, false_negatives, true_negatives)
        print ""
    except:
        print "Got a divide by zero when trying out:", clf
        print "Precision or recall may be undefined due to a lack of true positive predicitons."

CLF_PICKLE_FILENAME = "my_classifier.pkl"
DATASET_PICKLE_FILENAME = "my_dataset.pkl"
FEATURE_LIST_FILENAME = "my_feature_list.pkl"

def dump_classifier_and_data(clf, dataset, feature_list):
    with open(CLF_PICKLE_FILENAME, "w") as clf_outfile:
        pickle.dump(clf, clf_outfile)
    with open(DATASET_PICKLE_FILENAME, "w") as dataset_outfile:
        pickle.dump(dataset, dataset_outfile)
    with open(FEATURE_LIST_FILENAME, "w") as featurelist_outfile:
        pickle.dump(feature_list, featurelist_outfile)

def load_classifier_and_data():
    with open(CLF_PICKLE_FILENAME, "r") as clf_infile:
        clf = pickle.load(clf_infile)
    with open(DATASET_PICKLE_FILENAME, "r") as dataset_infile:
        dataset = pickle.load(dataset_infile)
    with open(FEATURE_LIST_FILENAME, "r") as featurelist_infile:
        feature_list = pickle.load(featurelist_infile)
    return clf, dataset, feature_list

def main():
    ### load up student's classifier, dataset, and feature_list
    clf, dataset, feature_list = load_classifier_and_data()
    ### Run testing script
    test_classifier(clf, dataset, feature_list)

if __name__ == '__main__':
    main()
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees']
	Accuracy: 0.70733	Precision: 0.36284	Recall: 1.00000	F1: 0.53248	F2: 0.74008
	Total predictions: 6000	True positives: 1000	False positives: 1756	False negatives:    0	True negatives: 3244

In [4]:
Variables = my_dataset.values()[1].keys() # Create list of features
print Variables
print len(Variables)

# remove some features that do not work well as features or to remove redundancy
Variables.remove('email_address')
Variables.remove('loan_advances')
Variables.remove('poi')

print Variables
print len(Variables)
['to_messages', 'salary_bonus', 'deferral_payments', 'expenses', 'poi', 'deferred_income', 'email_address', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'loan_advances', 'from_messages', 'other', 'director_fees', 'resto_dirfees', 'bonus', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock', 'salary', 'total_payments', 'exercised_stock_options']
23
['to_messages', 'salary_bonus', 'deferral_payments', 'expenses', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages', 'other', 'director_fees', 'resto_dirfees', 'bonus', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock', 'salary', 'total_payments', 'exercised_stock_options']
20
In [7]:
# Create list of feature combinations
import itertools
from itertools import chain, combinations #Used stackoverflow.com source as background - See reference sheet 

V1 = []
VariableCombinations = []

i = 1

while i < 5:
    V1.append(list(itertools.combinations(Variables, i)))
    i = i + 1
for a in V1:
    for b in a:
        VariableCombinations.append(list(b))

print len(VariableCombinations)
print len(V1)
6195
4
In [8]:
# run list of combinations through the validation code in test_classifier function added above and print it and 
# add to list "All"

for a in VariableCombinations:
    print ['poi'] + a
    test_classifier(clf, my_dataset, ['poi'] + a)
['poi', 'to_messages']
Got a divide by zero when trying out: GaussianNB()
Precision or recall may be undefined due to a lack of true positive predicitons.
['poi', 'salary_bonus']
GaussianNB()
['poi', 'salary_bonus']
	Accuracy: 0.78800	Precision: 0.57492	Recall: 0.17650	F1: 0.27008	F2: 0.20490
	Total predictions: 9000	True positives:  353	False positives:  261	False negatives: 1647	True negatives: 6739

['poi', 'deferral_payments']
Got a divide by zero when trying out: GaussianNB()
Precision or recall may be undefined due to a lack of true positive predicitons.
['poi', 'expenses']
Got a divide by zero when trying out: GaussianNB()
Precision or recall may be undefined due to a lack of true positive predicitons.
['poi', 'deferred_income']
GaussianNB()
['poi', 'deferred_income']
	Accuracy: 0.81800	Precision: 0.59534	Recall: 0.28100	F1: 0.38179	F2: 0.31418
	Total predictions: 5000	True positives:  281	False positives:  191	False negatives:  719	True negatives: 3809

['poi', 'long_term_incentive']
GaussianNB()
['poi', 'long_term_incentive']
	Accuracy: 0.84114	Precision: 0.18539	Recall: 0.03300	F1: 0.05603	F2: 0.03949
	Total predictions: 7000	True positives:   33	False positives:  145	False negatives:  967	True negatives: 5855

['poi', 'restricted_stock_deferred']
Got a divide by zero when trying out: GaussianNB()
Precision or recall may be undefined due to a lack of true positive predicitons.
['poi', 'shared_receipt_with_poi']
Got a divide by zero when trying out: GaussianNB()
Precision or recall may be undefined due to a lack of true positive predicitons.
['poi', 'from_messages']
Got a divide by zero when trying out: GaussianNB()
Precision or recall may be undefined due to a lack of true positive predicitons.
['poi', 'other']
GaussianNB()
['poi', 'other']
	Accuracy: 0.77220	Precision: 0.00709	Recall: 0.00100	F1: 0.00175	F2: 0.00121
	Total predictions: 10000	True positives:    2	False positives:  280	False negatives: 1998	True negatives: 7720

['poi', 'director_fees']
Got a divide by zero when trying out: GaussianNB()
Precision or recall may be undefined due to a lack of true positive predicitons.
['poi', 'resto_dirfees']
Got a divide by zero when trying out: GaussianNB()
Precision or recall may be undefined due to a lack of true positive predicitons.
['poi', 'bonus']
GaussianNB()
['poi', 'bonus']
	Accuracy: 0.78867	Precision: 0.57980	Recall: 0.17800	F1: 0.27238	F2: 0.20664
	Total predictions: 9000	True positives:  356	False positives:  258	False negatives: 1644	True negatives: 6742

['poi', 'total_stock_value']
GaussianNB()
['poi', 'total_stock_value']
	Accuracy: 0.86131	Precision: 0.61467	Recall: 0.26400	F1: 0.36936	F2: 0.29800
	Total predictions: 13000	True positives:  528	False positives:  331	False negatives: 1472	True negatives: 10669

['poi', 'from_poi_to_this_person']
GaussianNB()
['poi', 'from_poi_to_this_person']
	Accuracy: 0.73650	Precision: 0.02632	Recall: 0.00150	F1: 0.00284	F2: 0.00185
	Total predictions: 8000	True positives:    3	False positives:  111	False negatives: 1997	True negatives: 5889

['poi', 'from_this_person_to_poi']
Got a divide by zero when trying out: GaussianNB()
Precision or recall may be undefined due to a lack of true positive predicitons.
['poi', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock']
	Accuracy: 0.81000	Precision: 0.37216	Recall: 0.06550	F1: 0.11139	F2: 0.07842
	Total predictions: 11000	True positives:  131	False positives:  221	False negatives: 1869	True negatives: 8779

['poi', 'salary']
GaussianNB()
['poi', 'salary']
	Accuracy: 0.79660	Precision: 0.46398	Recall: 0.10950	F1: 0.17718	F2: 0.12925
	Total predictions: 10000	True positives:  219	False positives:  253	False negatives: 1781	True negatives: 7747

['poi', 'total_payments']
GaussianNB()
['poi', 'total_payments']
	Accuracy: 0.82262	Precision: 0.05780	Recall: 0.01000	F1: 0.01705	F2: 0.01198
	Total predictions: 13000	True positives:   20	False positives:  326	False negatives: 1980	True negatives: 10674

['poi', 'exercised_stock_options']
GaussianNB()
['poi', 'exercised_stock_options']
	Accuracy: 0.90409	Precision: 0.46055	Recall: 0.32100	F1: 0.37831	F2: 0.34171
	Total predictions: 11000	True positives:  321	False positives:  376	False negatives:  679	True negatives: 9624

['poi', 'to_messages', 'salary_bonus']
GaussianNB()
['poi', 'to_messages', 'salary_bonus']
	Accuracy: 0.81682	Precision: 0.48773	Recall: 0.14900	F1: 0.22827	F2: 0.17303
	Total predictions: 11000	True positives:  298	False positives:  313	False negatives: 1702	True negatives: 8687

['poi', 'to_messages', 'deferral_payments']
GaussianNB()
['poi', 'to_messages', 'deferral_payments']
	Accuracy: 0.76227	Precision: 0.12362	Recall: 0.05050	F1: 0.07171	F2: 0.05728
	Total predictions: 11000	True positives:  101	False positives:  716	False negatives: 1899	True negatives: 8284

['poi', 'to_messages', 'expenses']
Got a divide by zero when trying out: GaussianNB()
Precision or recall may be undefined due to a lack of true positive predicitons.
['poi', 'to_messages', 'deferred_income']
GaussianNB()
['poi', 'to_messages', 'deferred_income']
	Accuracy: 0.82182	Precision: 0.53559	Recall: 0.15050	F1: 0.23497	F2: 0.17578
	Total predictions: 11000	True positives:  301	False positives:  261	False negatives: 1699	True negatives: 8739

['poi', 'to_messages', 'long_term_incentive']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive']
	Accuracy: 0.80482	Precision: 0.33181	Recall: 0.07250	F1: 0.11900	F2: 0.08593
	Total predictions: 11000	True positives:  145	False positives:  292	False negatives: 1855	True negatives: 8708

['poi', 'to_messages', 'restricted_stock_deferred']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred']
	Accuracy: 0.27830	Precision: 0.11399	Recall: 0.91800	F1: 0.20281	F2: 0.38082
	Total predictions: 10000	True positives:  918	False positives: 7135	False negatives:   82	True negatives: 1865

['poi', 'to_messages', 'shared_receipt_with_poi']
Got a divide by zero when trying out: GaussianNB()
Precision or recall may be undefined due to a lack of true positive predicitons.
['poi', 'to_messages', 'from_messages']
Got a divide by zero when trying out: GaussianNB()
Precision or recall may be undefined due to a lack of true positive predicitons.
['poi', 'to_messages', 'other']
GaussianNB()
['poi', 'to_messages', 'other']
	Accuracy: 0.80458	Precision: 0.01133	Recall: 0.00200	F1: 0.00340	F2: 0.00239
	Total predictions: 12000	True positives:    4	False positives:  349	False negatives: 1996	True negatives: 9651

['poi', 'to_messages', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'director_fees']
	Accuracy: 0.26640	Precision: 0.11338	Recall: 0.92900	F1: 0.20209	F2: 0.38093
	Total predictions: 10000	True positives:  929	False positives: 7265	False negatives:   71	True negatives: 1735

['poi', 'to_messages', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees']
	Accuracy: 0.15133	Precision: 0.10824	Recall: 0.91700	F1: 0.19362	F2: 0.36762
	Total predictions: 9000	True positives:  917	False positives: 7555	False negatives:   83	True negatives:  445

['poi', 'to_messages', 'bonus']
GaussianNB()
['poi', 'to_messages', 'bonus']
	Accuracy: 0.81909	Precision: 0.50850	Recall: 0.14950	F1: 0.23107	F2: 0.17408
	Total predictions: 11000	True positives:  299	False positives:  289	False negatives: 1701	True negatives: 8711

['poi', 'to_messages', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'total_stock_value']
	Accuracy: 0.86736	Precision: 0.57534	Recall: 0.27300	F1: 0.37030	F2: 0.30506
	Total predictions: 14000	True positives:  546	False positives:  403	False negatives: 1454	True negatives: 11597

['poi', 'to_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'from_poi_to_this_person']
	Accuracy: 0.86867	Precision: 0.02105	Recall: 0.00400	F1: 0.00672	F2: 0.00477
	Total predictions: 9000	True positives:    4	False positives:  186	False negatives:  996	True negatives: 7814

['poi', 'to_messages', 'from_this_person_to_poi']
Got a divide by zero when trying out: GaussianNB()
Precision or recall may be undefined due to a lack of true positive predicitons.
['poi', 'to_messages', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'restricted_stock']
	Accuracy: 0.82250	Precision: 0.33418	Recall: 0.06550	F1: 0.10953	F2: 0.07805
	Total predictions: 12000	True positives:  131	False positives:  261	False negatives: 1869	True negatives: 9739

['poi', 'to_messages', 'salary']
GaussianNB()
['poi', 'to_messages', 'salary']
	Accuracy: 0.83175	Precision: 0.47930	Recall: 0.11000	F1: 0.17893	F2: 0.13004
	Total predictions: 12000	True positives:  220	False positives:  239	False negatives: 1780	True negatives: 9761

['poi', 'to_messages', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'total_payments']
	Accuracy: 0.83293	Precision: 0.10490	Recall: 0.02250	F1: 0.03705	F2: 0.02669
	Total predictions: 14000	True positives:   45	False positives:  384	False negatives: 1955	True negatives: 11616

['poi', 'to_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'exercised_stock_options']
	Accuracy: 0.84200	Precision: 0.55556	Recall: 0.26000	F1: 0.35422	F2: 0.29096
	Total predictions: 12000	True positives:  520	False positives:  416	False negatives: 1480	True negatives: 9584

['poi', 'salary_bonus', 'deferral_payments']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments']
	Accuracy: 0.76250	Precision: 0.34867	Recall: 0.21600	F1: 0.26675	F2: 0.23379
	Total predictions: 10000	True positives:  432	False positives:  807	False negatives: 1568	True negatives: 7193

['poi', 'salary_bonus', 'expenses']
GaussianNB()
['poi', 'salary_bonus', 'expenses']
	Accuracy: 0.82209	Precision: 0.52855	Recall: 0.19900	F1: 0.28914	F2: 0.22735
	Total predictions: 11000	True positives:  398	False positives:  355	False negatives: 1602	True negatives: 8645

['poi', 'salary_bonus', 'deferred_income']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income']
	Accuracy: 0.83450	Precision: 0.67765	Recall: 0.32900	F1: 0.44295	F2: 0.36674
	Total predictions: 10000	True positives:  658	False positives:  313	False negatives: 1342	True negatives: 7687

['poi', 'salary_bonus', 'long_term_incentive']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive']
	Accuracy: 0.78989	Precision: 0.56996	Recall: 0.22200	F1: 0.31954	F2: 0.25288
	Total predictions: 9000	True positives:  444	False positives:  335	False negatives: 1556	True negatives: 6665

['poi', 'salary_bonus', 'restricted_stock_deferred']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred']
	Accuracy: 0.40344	Precision: 0.27141	Recall: 1.00000	F1: 0.42694	F2: 0.65066
	Total predictions: 9000	True positives: 2000	False positives: 5369	False negatives:    0	True negatives: 1631

['poi', 'salary_bonus', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi']
	Accuracy: 0.79736	Precision: 0.37459	Recall: 0.17100	F1: 0.23481	F2: 0.19185
	Total predictions: 11000	True positives:  342	False positives:  571	False negatives: 1658	True negatives: 8429

['poi', 'salary_bonus', 'from_messages']
GaussianNB()
['poi', 'salary_bonus', 'from_messages']
	Accuracy: 0.78873	Precision: 0.36432	Recall: 0.21750	F1: 0.27239	F2: 0.23657
	Total predictions: 11000	True positives:  435	False positives:  759	False negatives: 1565	True negatives: 8241

['poi', 'salary_bonus', 'other']
GaussianNB()
['poi', 'salary_bonus', 'other']
	Accuracy: 0.78230	Precision: 0.37155	Recall: 0.12800	F1: 0.19041	F2: 0.14731
	Total predictions: 10000	True positives:  256	False positives:  433	False negatives: 1744	True negatives: 7567

['poi', 'salary_bonus', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'director_fees']
	Accuracy: 0.35580	Precision: 0.23691	Recall: 1.00000	F1: 0.38307	F2: 0.60820
	Total predictions: 10000	True positives: 2000	False positives: 6442	False negatives:    0	True negatives: 1558

['poi', 'salary_bonus', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees']
	Accuracy: 0.27044	Precision: 0.23348	Recall: 1.00000	F1: 0.37857	F2: 0.60365
	Total predictions: 9000	True positives: 2000	False positives: 6566	False negatives:    0	True negatives:  434

['poi', 'salary_bonus', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'bonus']
	Accuracy: 0.77056	Precision: 0.46311	Recall: 0.20400	F1: 0.28323	F2: 0.22970
	Total predictions: 9000	True positives:  408	False positives:  473	False negatives: 1592	True negatives: 6527

['poi', 'salary_bonus', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'total_stock_value']
	Accuracy: 0.84877	Precision: 0.51478	Recall: 0.29600	F1: 0.37587	F2: 0.32350
	Total predictions: 13000	True positives:  592	False positives:  558	False negatives: 1408	True negatives: 10442

['poi', 'salary_bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'from_poi_to_this_person']
	Accuracy: 0.79720	Precision: 0.48138	Recall: 0.18100	F1: 0.26308	F2: 0.20681
	Total predictions: 10000	True positives:  362	False positives:  390	False negatives: 1638	True negatives: 7610

['poi', 'salary_bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'from_this_person_to_poi']
	Accuracy: 0.78700	Precision: 0.42697	Recall: 0.19000	F1: 0.26298	F2: 0.21372
	Total predictions: 10000	True positives:  380	False positives:  510	False negatives: 1620	True negatives: 7490

['poi', 'salary_bonus', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock']
	Accuracy: 0.81483	Precision: 0.37987	Recall: 0.17550	F1: 0.24008	F2: 0.19666
	Total predictions: 12000	True positives:  351	False positives:  573	False negatives: 1649	True negatives: 9427

['poi', 'salary_bonus', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'salary']
	Accuracy: 0.77780	Precision: 0.37775	Recall: 0.17150	F1: 0.23590	F2: 0.19252
	Total predictions: 10000	True positives:  343	False positives:  565	False negatives: 1657	True negatives: 7435

['poi', 'salary_bonus', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'total_payments']
	Accuracy: 0.82808	Precision: 0.34100	Recall: 0.12600	F1: 0.18401	F2: 0.14418
	Total predictions: 13000	True positives:  252	False positives:  487	False negatives: 1748	True negatives: 10513

['poi', 'salary_bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'exercised_stock_options']
	Accuracy: 0.84300	Precision: 0.48231	Recall: 0.27950	F1: 0.35391	F2: 0.30516
	Total predictions: 13000	True positives:  559	False positives:  600	False negatives: 1441	True negatives: 10400

['poi', 'deferral_payments', 'expenses']
GaussianNB()
['poi', 'deferral_payments', 'expenses']
	Accuracy: 0.76373	Precision: 0.12516	Recall: 0.05000	F1: 0.07145	F2: 0.05682
	Total predictions: 11000	True positives:  100	False positives:  699	False negatives: 1900	True negatives: 8301

['poi', 'deferral_payments', 'deferred_income']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income']
	Accuracy: 0.82843	Precision: 0.32821	Recall: 0.19200	F1: 0.24227	F2: 0.20938
	Total predictions: 7000	True positives:  192	False positives:  393	False negatives:  808	True negatives: 5607

['poi', 'deferral_payments', 'long_term_incentive']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive']
	Accuracy: 0.70989	Precision: 0.21528	Recall: 0.11550	F1: 0.15034	F2: 0.12730
	Total predictions: 9000	True positives:  231	False positives:  842	False negatives: 1769	True negatives: 6158

['poi', 'deferral_payments', 'restricted_stock_deferred']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred']
	Accuracy: 0.52400	Precision: 0.27061	Recall: 0.81400	F1: 0.40619	F2: 0.58076
	Total predictions: 5000	True positives:  814	False positives: 2194	False negatives:  186	True negatives: 1806

['poi', 'deferral_payments', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi']
	Accuracy: 0.73591	Precision: 0.08141	Recall: 0.04400	F1: 0.05712	F2: 0.04845
	Total predictions: 11000	True positives:   88	False positives:  993	False negatives: 1912	True negatives: 8007

['poi', 'deferral_payments', 'from_messages']
GaussianNB()
['poi', 'deferral_payments', 'from_messages']
	Accuracy: 0.68973	Precision: 0.12118	Recall: 0.11300	F1: 0.11695	F2: 0.11455
	Total predictions: 11000	True positives:  226	False positives: 1639	False negatives: 1774	True negatives: 7361

['poi', 'deferral_payments', 'other']
GaussianNB()
['poi', 'deferral_payments', 'other']
	Accuracy: 0.74300	Precision: 0.09893	Recall: 0.05100	F1: 0.06730	F2: 0.05647
	Total predictions: 11000	True positives:  102	False positives:  929	False negatives: 1898	True negatives: 8071

['poi', 'deferral_payments', 'director_fees']
GaussianNB()
['poi', 'deferral_payments', 'director_fees']
	Accuracy: 0.47450	Precision: 0.21362	Recall: 0.80300	F1: 0.33747	F2: 0.51746
	Total predictions: 6000	True positives:  803	False positives: 2956	False negatives:  197	True negatives: 2044

['poi', 'deferral_payments', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees']
	Accuracy: 0.30840	Precision: 0.19594	Recall: 0.79200	F1: 0.31416	F2: 0.49241
	Total predictions: 5000	True positives:  792	False positives: 3250	False negatives:  208	True negatives:  750

['poi', 'deferral_payments', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'bonus']
	Accuracy: 0.76110	Precision: 0.34649	Recall: 0.21950	F1: 0.26875	F2: 0.23686
	Total predictions: 10000	True positives:  439	False positives:  828	False negatives: 1561	True negatives: 7172

['poi', 'deferral_payments', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'total_stock_value']
	Accuracy: 0.86269	Precision: 0.62457	Recall: 0.26950	F1: 0.37653	F2: 0.30407
	Total predictions: 13000	True positives:  539	False positives:  324	False negatives: 1461	True negatives: 10676

['poi', 'deferral_payments', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'from_poi_to_this_person']
	Accuracy: 0.71490	Precision: 0.10783	Recall: 0.05850	F1: 0.07585	F2: 0.06439
	Total predictions: 10000	True positives:  117	False positives:  968	False negatives: 1883	True negatives: 7032

['poi', 'deferral_payments', 'from_this_person_to_poi']
Got a divide by zero when trying out: GaussianNB()
Precision or recall may be undefined due to a lack of true positive predicitons.
['poi', 'deferral_payments', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock']
	Accuracy: 0.80800	Precision: 0.21028	Recall: 0.09000	F1: 0.12605	F2: 0.10163
	Total predictions: 13000	True positives:  180	False positives:  676	False negatives: 1820	True negatives: 10324

['poi', 'deferral_payments', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'salary']
	Accuracy: 0.77109	Precision: 0.26998	Recall: 0.15200	F1: 0.19450	F2: 0.16656
	Total predictions: 11000	True positives:  304	False positives:  822	False negatives: 1696	True negatives: 8178

['poi', 'deferral_payments', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'total_payments']
	Accuracy: 0.82254	Precision: 0.10941	Recall: 0.02150	F1: 0.03594	F2: 0.02562
	Total predictions: 13000	True positives:   43	False positives:  350	False negatives: 1957	True negatives: 10650

['poi', 'deferral_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'exercised_stock_options']
	Accuracy: 0.90791	Precision: 0.49096	Recall: 0.35300	F1: 0.41070	F2: 0.37402
	Total predictions: 11000	True positives:  353	False positives:  366	False negatives:  647	True negatives: 9634

['poi', 'expenses', 'deferred_income']
GaussianNB()
['poi', 'expenses', 'deferred_income']
	Accuracy: 0.83100	Precision: 0.61068	Recall: 0.19450	F1: 0.29503	F2: 0.22519
	Total predictions: 11000	True positives:  389	False positives:  248	False negatives: 1611	True negatives: 8752

['poi', 'expenses', 'long_term_incentive']
GaussianNB()
['poi', 'expenses', 'long_term_incentive']
	Accuracy: 0.79918	Precision: 0.24697	Recall: 0.05100	F1: 0.08454	F2: 0.06062
	Total predictions: 11000	True positives:  102	False positives:  311	False negatives: 1898	True negatives: 8689

['poi', 'expenses', 'restricted_stock_deferred']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred']
	Accuracy: 0.35245	Precision: 0.21923	Recall: 1.00000	F1: 0.35962	F2: 0.58401
	Total predictions: 11000	True positives: 2000	False positives: 7123	False negatives:    0	True negatives: 1877

['poi', 'expenses', 'shared_receipt_with_poi']
Got a divide by zero when trying out: GaussianNB()
Precision or recall may be undefined due to a lack of true positive predicitons.
['poi', 'expenses', 'from_messages']
GaussianNB()
['poi', 'expenses', 'from_messages']
	Accuracy: 0.76717	Precision: 0.10771	Recall: 0.05450	F1: 0.07238	F2: 0.06047
	Total predictions: 12000	True positives:  109	False positives:  903	False negatives: 1891	True negatives: 9097

['poi', 'expenses', 'other']
GaussianNB()
['poi', 'expenses', 'other']
	Accuracy: 0.79645	Precision: 0.00415	Recall: 0.00050	F1: 0.00089	F2: 0.00061
	Total predictions: 11000	True positives:    1	False positives:  240	False negatives: 1999	True negatives: 8760

['poi', 'expenses', 'director_fees']
GaussianNB()
['poi', 'expenses', 'director_fees']
	Accuracy: 0.34200	Precision: 0.21650	Recall: 1.00000	F1: 0.35594	F2: 0.58011
	Total predictions: 11000	True positives: 2000	False positives: 7238	False negatives:    0	True negatives: 1762

['poi', 'expenses', 'resto_dirfees']
GaussianNB()
['poi', 'expenses', 'resto_dirfees']
	Accuracy: 0.23960	Precision: 0.20825	Recall: 1.00000	F1: 0.34471	F2: 0.56805
	Total predictions: 10000	True positives: 2000	False positives: 7604	False negatives:    0	True negatives:  396

['poi', 'expenses', 'bonus']
GaussianNB()
['poi', 'expenses', 'bonus']
	Accuracy: 0.82482	Precision: 0.54966	Recall: 0.20200	F1: 0.29543	F2: 0.23125
	Total predictions: 11000	True positives:  404	False positives:  331	False negatives: 1596	True negatives: 8669

['poi', 'expenses', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'total_stock_value']
	Accuracy: 0.87221	Precision: 0.62253	Recall: 0.26800	F1: 0.37469	F2: 0.30245
	Total predictions: 14000	True positives:  536	False positives:  325	False negatives: 1464	True negatives: 11675

['poi', 'expenses', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'from_poi_to_this_person']
	Accuracy: 0.82158	Precision: 0.04516	Recall: 0.00350	F1: 0.00650	F2: 0.00429
	Total predictions: 12000	True positives:    7	False positives:  148	False negatives: 1993	True negatives: 9852

['poi', 'expenses', 'from_this_person_to_poi']
Got a divide by zero when trying out: GaussianNB()
Precision or recall may be undefined due to a lack of true positive predicitons.
['poi', 'expenses', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'restricted_stock']
	Accuracy: 0.83792	Precision: 0.37108	Recall: 0.07700	F1: 0.12754	F2: 0.09150
	Total predictions: 13000	True positives:  154	False positives:  261	False negatives: 1846	True negatives: 10739

['poi', 'expenses', 'salary']
GaussianNB()
['poi', 'expenses', 'salary']
	Accuracy: 0.81891	Precision: 0.50889	Recall: 0.11450	F1: 0.18694	F2: 0.13550
	Total predictions: 11000	True positives:  229	False positives:  221	False negatives: 1771	True negatives: 8779

['poi', 'expenses', 'total_payments']
GaussianNB()
['poi', 'expenses', 'total_payments']
	Accuracy: 0.82269	Precision: 0.06052	Recall: 0.01050	F1: 0.01790	F2: 0.01258
	Total predictions: 13000	True positives:   21	False positives:  326	False negatives: 1979	True negatives: 10674

['poi', 'expenses', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'exercised_stock_options']
	Accuracy: 0.85992	Precision: 0.59217	Recall: 0.28750	F1: 0.38708	F2: 0.32048
	Total predictions: 13000	True positives:  575	False positives:  396	False negatives: 1425	True negatives: 10604

['poi', 'deferred_income', 'long_term_incentive']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive']
	Accuracy: 0.79056	Precision: 0.56098	Recall: 0.26450	F1: 0.35950	F2: 0.29576
	Total predictions: 9000	True positives:  529	False positives:  414	False negatives: 1471	True negatives: 6586

['poi', 'deferred_income', 'restricted_stock_deferred']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred']
	Accuracy: 0.49550	Precision: 0.24832	Recall: 1.00000	F1: 0.39785	F2: 0.62290
	Total predictions: 6000	True positives: 1000	False positives: 3027	False negatives:    0	True negatives: 1973

['poi', 'deferred_income', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi']
	Accuracy: 0.80991	Precision: 0.43689	Recall: 0.15750	F1: 0.23153	F2: 0.18060
	Total predictions: 11000	True positives:  315	False positives:  406	False negatives: 1685	True negatives: 8594

['poi', 'deferred_income', 'from_messages']
GaussianNB()
['poi', 'deferred_income', 'from_messages']
	Accuracy: 0.82245	Precision: 0.52400	Recall: 0.25650	F1: 0.34441	F2: 0.28567
	Total predictions: 11000	True positives:  513	False positives:  466	False negatives: 1487	True negatives: 8534

['poi', 'deferred_income', 'other']
GaussianNB()
['poi', 'deferred_income', 'other']
	Accuracy: 0.80973	Precision: 0.43460	Recall: 0.15450	F1: 0.22796	F2: 0.17736
	Total predictions: 11000	True positives:  309	False positives:  402	False negatives: 1691	True negatives: 8598

['poi', 'deferred_income', 'director_fees']
GaussianNB()
['poi', 'deferred_income', 'director_fees']
	Accuracy: 0.48500	Precision: 0.24450	Recall: 1.00000	F1: 0.39293	F2: 0.61805
	Total predictions: 6000	True positives: 1000	False positives: 3090	False negatives:    0	True negatives: 1910

['poi', 'deferred_income', 'resto_dirfees']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees']
	Accuracy: 0.27480	Precision: 0.21617	Recall: 1.00000	F1: 0.35549	F2: 0.57964
	Total predictions: 5000	True positives: 1000	False positives: 3626	False negatives:    0	True negatives:  374

['poi', 'deferred_income', 'bonus']
GaussianNB()
['poi', 'deferred_income', 'bonus']
	Accuracy: 0.83430	Precision: 0.67626	Recall: 0.32900	F1: 0.44265	F2: 0.36666
	Total predictions: 10000	True positives:  658	False positives:  315	False negatives: 1342	True negatives: 7685

['poi', 'deferred_income', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'total_stock_value']
	Accuracy: 0.86357	Precision: 0.53505	Recall: 0.34350	F1: 0.41839	F2: 0.36999
	Total predictions: 14000	True positives:  687	False positives:  597	False negatives: 1313	True negatives: 11403

['poi', 'deferred_income', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'from_poi_to_this_person']
	Accuracy: 0.80970	Precision: 0.56147	Recall: 0.22150	F1: 0.31768	F2: 0.25202
	Total predictions: 10000	True positives:  443	False positives:  346	False negatives: 1557	True negatives: 7654

['poi', 'deferred_income', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'from_this_person_to_poi']
	Accuracy: 0.78930	Precision: 0.44362	Recall: 0.21050	F1: 0.28552	F2: 0.23522
	Total predictions: 10000	True positives:  421	False positives:  528	False negatives: 1579	True negatives: 7472

['poi', 'deferred_income', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock']
	Accuracy: 0.83042	Precision: 0.48276	Recall: 0.24500	F1: 0.32504	F2: 0.27177
	Total predictions: 12000	True positives:  490	False positives:  525	False negatives: 1510	True negatives: 9475

['poi', 'deferred_income', 'salary']
GaussianNB()
['poi', 'deferred_income', 'salary']
	Accuracy: 0.83745	Precision: 0.60516	Recall: 0.30500	F1: 0.40559	F2: 0.33859
	Total predictions: 11000	True positives:  610	False positives:  398	False negatives: 1390	True negatives: 8602

['poi', 'deferred_income', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'total_payments']
	Accuracy: 0.83815	Precision: 0.42778	Recall: 0.15400	F1: 0.22647	F2: 0.17661
	Total predictions: 13000	True positives:  308	False positives:  412	False negatives: 1692	True negatives: 10588

['poi', 'deferred_income', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'exercised_stock_options']
	Accuracy: 0.86177	Precision: 0.57862	Recall: 0.37350	F1: 0.45397	F2: 0.40200
	Total predictions: 13000	True positives:  747	False positives:  544	False negatives: 1253	True negatives: 10456

['poi', 'long_term_incentive', 'restricted_stock_deferred']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred']
	Accuracy: 0.35675	Precision: 0.16271	Recall: 1.00000	F1: 0.27988	F2: 0.49281
	Total predictions: 8000	True positives: 1000	False positives: 5146	False negatives:    0	True negatives: 1854

['poi', 'long_term_incentive', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi']
	Accuracy: 0.77745	Precision: 0.22277	Recall: 0.09000	F1: 0.12821	F2: 0.10218
	Total predictions: 11000	True positives:  180	False positives:  628	False negatives: 1820	True negatives: 8372

['poi', 'long_term_incentive', 'from_messages']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages']
	Accuracy: 0.74227	Precision: 0.27223	Recall: 0.24950	F1: 0.26037	F2: 0.25374
	Total predictions: 11000	True positives:  499	False positives: 1334	False negatives: 1501	True negatives: 7666

['poi', 'long_term_incentive', 'other']
GaussianNB()
['poi', 'long_term_incentive', 'other']
	Accuracy: 0.76490	Precision: 0.04884	Recall: 0.00950	F1: 0.01591	F2: 0.01132
	Total predictions: 10000	True positives:   19	False positives:  370	False negatives: 1981	True negatives: 7630

['poi', 'long_term_incentive', 'director_fees']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees']
	Accuracy: 0.32378	Precision: 0.14112	Recall: 1.00000	F1: 0.24734	F2: 0.45102
	Total predictions: 9000	True positives: 1000	False positives: 6086	False negatives:    0	True negatives: 1914

['poi', 'long_term_incentive', 'resto_dirfees']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees']
	Accuracy: 0.20386	Precision: 0.15203	Recall: 0.99900	F1: 0.26390	F2: 0.47252
	Total predictions: 7000	True positives:  999	False positives: 5572	False negatives:    1	True negatives:  428

['poi', 'long_term_incentive', 'bonus']
GaussianNB()
['poi', 'long_term_incentive', 'bonus']
	Accuracy: 0.79067	Precision: 0.57417	Recall: 0.22450	F1: 0.32279	F2: 0.25564
	Total predictions: 9000	True positives:  449	False positives:  333	False negatives: 1551	True negatives: 6667

['poi', 'long_term_incentive', 'total_stock_value']
GaussianNB()
['poi', 'long_term_incentive', 'total_stock_value']
	Accuracy: 0.84323	Precision: 0.48104	Recall: 0.24100	F1: 0.32112	F2: 0.26772
	Total predictions: 13000	True positives:  482	False positives:  520	False negatives: 1518	True negatives: 10480

['poi', 'long_term_incentive', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'from_poi_to_this_person']
	Accuracy: 0.77710	Precision: 0.20716	Recall: 0.04050	F1: 0.06775	F2: 0.04827
	Total predictions: 10000	True positives:   81	False positives:  310	False negatives: 1919	True negatives: 7690

['poi', 'long_term_incentive', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'from_this_person_to_poi']
	Accuracy: 0.73767	Precision: 0.13238	Recall: 0.03250	F1: 0.05219	F2: 0.03828
	Total predictions: 9000	True positives:   65	False positives:  426	False negatives: 1935	True negatives: 6574

['poi', 'long_term_incentive', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock']
	Accuracy: 0.80858	Precision: 0.28000	Recall: 0.09450	F1: 0.14131	F2: 0.10893
	Total predictions: 12000	True positives:  189	False positives:  486	False negatives: 1811	True negatives: 9514

['poi', 'long_term_incentive', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'salary']
	Accuracy: 0.78780	Precision: 0.40615	Recall: 0.13200	F1: 0.19925	F2: 0.15260
	Total predictions: 10000	True positives:  264	False positives:  386	False negatives: 1736	True negatives: 7614

['poi', 'long_term_incentive', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'total_payments']
	Accuracy: 0.82085	Precision: 0.21490	Recall: 0.06200	F1: 0.09624	F2: 0.07229
	Total predictions: 13000	True positives:  124	False positives:  453	False negatives: 1876	True negatives: 10547

['poi', 'long_term_incentive', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'exercised_stock_options']
	Accuracy: 0.83467	Precision: 0.50798	Recall: 0.25450	F1: 0.33911	F2: 0.28271
	Total predictions: 12000	True positives:  509	False positives:  493	False negatives: 1491	True negatives: 9507

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi']
	Accuracy: 0.27820	Precision: 0.11655	Recall: 0.94500	F1: 0.20751	F2: 0.39024
	Total predictions: 10000	True positives:  945	False positives: 7163	False negatives:   55	True negatives: 1837

['poi', 'restricted_stock_deferred', 'from_messages']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages']
	Accuracy: 0.31540	Precision: 0.12019	Recall: 0.92500	F1: 0.21274	F2: 0.39543
	Total predictions: 10000	True positives:  925	False positives: 6771	False negatives:   75	True negatives: 2229

['poi', 'restricted_stock_deferred', 'other']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other']
	Accuracy: 0.35920	Precision: 0.23083	Recall: 0.94500	F1: 0.37102	F2: 0.58377
	Total predictions: 10000	True positives: 1890	False positives: 6298	False negatives:  110	True negatives: 1702

['poi', 'restricted_stock_deferred', 'director_fees']
Got a divide by zero when trying out: GaussianNB()
Precision or recall may be undefined due to a lack of true positive predicitons.
['poi', 'restricted_stock_deferred', 'resto_dirfees']
Got a divide by zero when trying out: GaussianNB()
Precision or recall may be undefined due to a lack of true positive predicitons.
['poi', 'restricted_stock_deferred', 'bonus']
GaussianNB()
['poi', 'restricted_stock_deferred', 'bonus']
	Accuracy: 0.40344	Precision: 0.27141	Recall: 1.00000	F1: 0.42694	F2: 0.65066
	Total predictions: 9000	True positives: 2000	False positives: 5369	False negatives:    0	True negatives: 1631

['poi', 'restricted_stock_deferred', 'total_stock_value']
GaussianNB()
['poi', 'restricted_stock_deferred', 'total_stock_value']
	Accuracy: 0.28562	Precision: 0.17720	Recall: 1.00000	F1: 0.30105	F2: 0.51848
	Total predictions: 13000	True positives: 2000	False positives: 9287	False negatives:    0	True negatives: 1713

['poi', 'restricted_stock_deferred', 'from_poi_to_this_person']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_poi_to_this_person']
	Accuracy: 0.32500	Precision: 0.14134	Recall: 1.00000	F1: 0.24768	F2: 0.45147
	Total predictions: 9000	True positives: 1000	False positives: 6075	False negatives:    0	True negatives: 1925

['poi', 'restricted_stock_deferred', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_this_person_to_poi']
	Accuracy: 0.36000	Precision: 0.15609	Recall: 0.93500	F1: 0.26753	F2: 0.46797
	Total predictions: 8000	True positives:  935	False positives: 5055	False negatives:   65	True negatives: 1945

['poi', 'restricted_stock_deferred', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'restricted_stock']
	Accuracy: 0.33527	Precision: 0.21404	Recall: 0.99400	F1: 0.35223	F2: 0.57497
	Total predictions: 11000	True positives: 1988	False positives: 7300	False negatives:   12	True negatives: 1700

['poi', 'restricted_stock_deferred', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'salary']
	Accuracy: 0.34709	Precision: 0.21732	Recall: 0.99600	F1: 0.35680	F2: 0.58022
	Total predictions: 11000	True positives: 1992	False positives: 7174	False negatives:    8	True negatives: 1826

['poi', 'restricted_stock_deferred', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'total_payments']
	Accuracy: 0.27723	Precision: 0.17035	Recall: 0.95550	F1: 0.28915	F2: 0.49719
	Total predictions: 13000	True positives: 1911	False positives: 9307	False negatives:   89	True negatives: 1693

['poi', 'restricted_stock_deferred', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'exercised_stock_options']
	Accuracy: 0.25691	Precision: 0.10900	Recall: 1.00000	F1: 0.19658	F2: 0.37954
	Total predictions: 11000	True positives: 1000	False positives: 8174	False negatives:    0	True negatives: 1826

['poi', 'shared_receipt_with_poi', 'from_messages']
Got a divide by zero when trying out: GaussianNB()
Precision or recall may be undefined due to a lack of true positive predicitons.
['poi', 'shared_receipt_with_poi', 'other']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other']
	Accuracy: 0.78792	Precision: 0.00364	Recall: 0.00100	F1: 0.00157	F2: 0.00117
	Total predictions: 12000	True positives:    2	False positives:  547	False negatives: 1998	True negatives: 9453

['poi', 'shared_receipt_with_poi', 'director_fees']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees']
	Accuracy: 0.26740	Precision: 0.11558	Recall: 0.95100	F1: 0.20611	F2: 0.38886
	Total predictions: 10000	True positives:  951	False positives: 7277	False negatives:   49	True negatives: 1723

['poi', 'shared_receipt_with_poi', 'resto_dirfees']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees']
	Accuracy: 0.14967	Precision: 0.10906	Recall: 0.92800	F1: 0.19518	F2: 0.37093
	Total predictions: 9000	True positives:  928	False positives: 7581	False negatives:   72	True negatives:  419

['poi', 'shared_receipt_with_poi', 'bonus']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'bonus']
	Accuracy: 0.80573	Precision: 0.42117	Recall: 0.18300	F1: 0.25514	F2: 0.20634
	Total predictions: 11000	True positives:  366	False positives:  503	False negatives: 1634	True negatives: 8497

['poi', 'shared_receipt_with_poi', 'total_stock_value']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'total_stock_value']
	Accuracy: 0.84150	Precision: 0.40697	Recall: 0.23950	F1: 0.30154	F2: 0.26098
	Total predictions: 14000	True positives:  479	False positives:  698	False negatives: 1521	True negatives: 11302

['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person']
	Accuracy: 0.82378	Precision: 0.00339	Recall: 0.00200	F1: 0.00252	F2: 0.00218
	Total predictions: 9000	True positives:    2	False positives:  588	False negatives:  998	True negatives: 7412

['poi', 'shared_receipt_with_poi', 'from_this_person_to_poi']
Got a divide by zero when trying out: GaussianNB()
Precision or recall may be undefined due to a lack of true positive predicitons.
['poi', 'shared_receipt_with_poi', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'restricted_stock']
	Accuracy: 0.78858	Precision: 0.16479	Recall: 0.06600	F1: 0.09425	F2: 0.07499
	Total predictions: 12000	True positives:  132	False positives:  669	False negatives: 1868	True negatives: 9331

['poi', 'shared_receipt_with_poi', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'salary']
	Accuracy: 0.80292	Precision: 0.27329	Recall: 0.11000	F1: 0.15686	F2: 0.12493
	Total predictions: 12000	True positives:  220	False positives:  585	False negatives: 1780	True negatives: 9415

['poi', 'shared_receipt_with_poi', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'total_payments']
	Accuracy: 0.82721	Precision: 0.10841	Recall: 0.02900	F1: 0.04576	F2: 0.03398
	Total predictions: 14000	True positives:   58	False positives:  477	False negatives: 1942	True negatives: 11523

['poi', 'shared_receipt_with_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'exercised_stock_options']
	Accuracy: 0.83350	Precision: 0.50099	Recall: 0.25350	F1: 0.33665	F2: 0.28129
	Total predictions: 12000	True positives:  507	False positives:  505	False negatives: 1493	True negatives: 9495

['poi', 'from_messages', 'other']
GaussianNB()
['poi', 'from_messages', 'other']
	Accuracy: 0.77025	Precision: 0.07037	Recall: 0.03100	F1: 0.04304	F2: 0.03491
	Total predictions: 12000	True positives:   62	False positives:  819	False negatives: 1938	True negatives: 9181

['poi', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'from_messages', 'director_fees']
	Accuracy: 0.29930	Precision: 0.11938	Recall: 0.94200	F1: 0.21190	F2: 0.39610
	Total predictions: 10000	True positives:  942	False positives: 6949	False negatives:   58	True negatives: 2051

['poi', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees']
	Accuracy: 0.19456	Precision: 0.11488	Recall: 0.93200	F1: 0.20454	F2: 0.38471
	Total predictions: 9000	True positives:  932	False positives: 7181	False negatives:   68	True negatives:  819

['poi', 'from_messages', 'bonus']
GaussianNB()
['poi', 'from_messages', 'bonus']
	Accuracy: 0.78809	Precision: 0.36243	Recall: 0.21800	F1: 0.27224	F2: 0.23688
	Total predictions: 11000	True positives:  436	False positives:  767	False negatives: 1564	True negatives: 8233

['poi', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'from_messages', 'total_stock_value']
	Accuracy: 0.86414	Precision: 0.54861	Recall: 0.27650	F1: 0.36769	F2: 0.30695
	Total predictions: 14000	True positives:  553	False positives:  455	False negatives: 1447	True negatives: 11545

['poi', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.82067	Precision: 0.03485	Recall: 0.02300	F1: 0.02771	F2: 0.02468
	Total predictions: 9000	True positives:   23	False positives:  637	False negatives:  977	True negatives: 7363

['poi', 'from_messages', 'from_this_person_to_poi']
Got a divide by zero when trying out: GaussianNB()
Precision or recall may be undefined due to a lack of true positive predicitons.
['poi', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'from_messages', 'restricted_stock']
	Accuracy: 0.80742	Precision: 0.26546	Recall: 0.08800	F1: 0.13218	F2: 0.10158
	Total predictions: 12000	True positives:  176	False positives:  487	False negatives: 1824	True negatives: 9513

['poi', 'from_messages', 'salary']
GaussianNB()
['poi', 'from_messages', 'salary']
	Accuracy: 0.76675	Precision: 0.21606	Recall: 0.15200	F1: 0.17846	F2: 0.16158
	Total predictions: 12000	True positives:  304	False positives: 1103	False negatives: 1696	True negatives: 8897

['poi', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'total_payments']
	Accuracy: 0.83336	Precision: 0.19224	Recall: 0.05200	F1: 0.08186	F2: 0.06088
	Total predictions: 14000	True positives:  104	False positives:  437	False negatives: 1896	True negatives: 11563

['poi', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.84267	Precision: 0.55082	Recall: 0.30350	F1: 0.39136	F2: 0.33344
	Total predictions: 12000	True positives:  607	False positives:  495	False negatives: 1393	True negatives: 9505

['poi', 'other', 'director_fees']
GaussianNB()
['poi', 'other', 'director_fees']
	Accuracy: 0.32264	Precision: 0.20481	Recall: 0.94550	F1: 0.33669	F2: 0.54866
	Total predictions: 11000	True positives: 1891	False positives: 7342	False negatives:  109	True negatives: 1658

['poi', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'other', 'resto_dirfees']
	Accuracy: 0.23240	Precision: 0.19930	Recall: 0.94050	F1: 0.32890	F2: 0.53934
	Total predictions: 10000	True positives: 1881	False positives: 7557	False negatives:  119	True negatives:  443

['poi', 'other', 'bonus']
GaussianNB()
['poi', 'other', 'bonus']
	Accuracy: 0.78200	Precision: 0.36994	Recall: 0.12800	F1: 0.19019	F2: 0.14726
	Total predictions: 10000	True positives:  256	False positives:  436	False negatives: 1744	True negatives: 7564

['poi', 'other', 'total_stock_value']
GaussianNB()
['poi', 'other', 'total_stock_value']
	Accuracy: 0.84008	Precision: 0.44942	Recall: 0.17550	F1: 0.25243	F2: 0.19986
	Total predictions: 13000	True positives:  351	False positives:  430	False negatives: 1649	True negatives: 10570

['poi', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'other', 'from_poi_to_this_person']
	Accuracy: 0.78209	Precision: 0.00744	Recall: 0.00150	F1: 0.00250	F2: 0.00179
	Total predictions: 11000	True positives:    3	False positives:  400	False negatives: 1997	True negatives: 8600

['poi', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'other', 'from_this_person_to_poi']
	Accuracy: 0.76582	Precision: 0.00345	Recall: 0.00100	F1: 0.00155	F2: 0.00117
	Total predictions: 11000	True positives:    2	False positives:  578	False negatives: 1998	True negatives: 8422

['poi', 'other', 'restricted_stock']
GaussianNB()
['poi', 'other', 'restricted_stock']
	Accuracy: 0.80242	Precision: 0.19739	Recall: 0.06050	F1: 0.09261	F2: 0.07024
	Total predictions: 12000	True positives:  121	False positives:  492	False negatives: 1879	True negatives: 9508

['poi', 'other', 'salary']
GaussianNB()
['poi', 'other', 'salary']
	Accuracy: 0.78040	Precision: 0.26887	Recall: 0.05700	F1: 0.09406	F2: 0.06766
	Total predictions: 10000	True positives:  114	False positives:  310	False negatives: 1886	True negatives: 7690

['poi', 'other', 'total_payments']
GaussianNB()
['poi', 'other', 'total_payments']
	Accuracy: 0.81377	Precision: 0.01160	Recall: 0.00250	F1: 0.00411	F2: 0.00297
	Total predictions: 13000	True positives:    5	False positives:  426	False negatives: 1995	True negatives: 10574

['poi', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'exercised_stock_options']
	Accuracy: 0.83677	Precision: 0.43052	Recall: 0.18900	F1: 0.26268	F2: 0.21289
	Total predictions: 13000	True positives:  378	False positives:  500	False negatives: 1622	True negatives: 10500

['poi', 'director_fees', 'resto_dirfees']
Got a divide by zero when trying out: GaussianNB()
Precision or recall may be undefined due to a lack of true positive predicitons.
['poi', 'director_fees', 'bonus']
GaussianNB()
['poi', 'director_fees', 'bonus']
	Accuracy: 0.35580	Precision: 0.23691	Recall: 1.00000	F1: 0.38307	F2: 0.60820
	Total predictions: 10000	True positives: 2000	False positives: 6442	False negatives:    0	True negatives: 1558

['poi', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'director_fees', 'total_stock_value']
	Accuracy: 0.25800	Precision: 0.16145	Recall: 1.00000	F1: 0.27801	F2: 0.49048
	Total predictions: 14000	True positives: 2000	False positives: 10388	False negatives:    0	True negatives: 1612

['poi', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.29933	Precision: 0.13687	Recall: 1.00000	F1: 0.24079	F2: 0.44224
	Total predictions: 9000	True positives: 1000	False positives: 6306	False negatives:    0	True negatives: 1694

['poi', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.39967	Precision: 0.26099	Recall: 0.92900	F1: 0.40750	F2: 0.61446
	Total predictions: 9000	True positives: 1858	False positives: 5261	False negatives:  142	True negatives: 1739

['poi', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'director_fees', 'restricted_stock']
	Accuracy: 0.27954	Precision: 0.17470	Recall: 0.98900	F1: 0.29695	F2: 0.51185
	Total predictions: 13000	True positives: 1978	False positives: 9344	False negatives:   22	True negatives: 1656

['poi', 'director_fees', 'salary']
GaussianNB()
['poi', 'director_fees', 'salary']
	Accuracy: 0.32400	Precision: 0.21110	Recall: 0.99300	F1: 0.34818	F2: 0.57043
	Total predictions: 11000	True positives: 1986	False positives: 7422	False negatives:   14	True negatives: 1578

['poi', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'director_fees', 'total_payments']
	Accuracy: 0.27654	Precision: 0.16909	Recall: 0.94600	F1: 0.28691	F2: 0.49299
	Total predictions: 13000	True positives: 1892	False positives: 9297	False negatives:  108	True negatives: 1703

['poi', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.22817	Precision: 0.09745	Recall: 1.00000	F1: 0.17759	F2: 0.35058
	Total predictions: 12000	True positives: 1000	False positives: 9262	False negatives:    0	True negatives: 1738

['poi', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'resto_dirfees', 'bonus']
	Accuracy: 0.27044	Precision: 0.23348	Recall: 1.00000	F1: 0.37857	F2: 0.60365
	Total predictions: 9000	True positives: 2000	False positives: 6566	False negatives:    0	True negatives:  434

['poi', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.18792	Precision: 0.15900	Recall: 0.99750	F1: 0.27428	F2: 0.48547
	Total predictions: 13000	True positives: 1995	False positives: 10552	False negatives:    5	True negatives:  448

['poi', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.17888	Precision: 0.13212	Recall: 1.00000	F1: 0.23340	F2: 0.43219
	Total predictions: 8000	True positives: 1000	False positives: 6569	False negatives:    0	True negatives:  431

['poi', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.19129	Precision: 0.14174	Recall: 0.92200	F1: 0.24570	F2: 0.43884
	Total predictions: 7000	True positives:  922	False positives: 5583	False negatives:   78	True negatives:  417

['poi', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.21700	Precision: 0.18774	Recall: 0.99400	F1: 0.31583	F2: 0.53472
	Total predictions: 11000	True positives: 1988	False positives: 8601	False negatives:   12	True negatives:  399

['poi', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'resto_dirfees', 'salary']
	Accuracy: 0.23480	Precision: 0.20550	Recall: 0.98600	F1: 0.34012	F2: 0.56035
	Total predictions: 10000	True positives: 1972	False positives: 7624	False negatives:   28	True negatives:  376

['poi', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'resto_dirfees', 'total_payments']
	Accuracy: 0.22569	Precision: 0.15076	Recall: 0.87050	F1: 0.25701	F2: 0.44531
	Total predictions: 13000	True positives: 1741	False positives: 9807	False negatives:  259	True negatives: 1193

['poi', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.12864	Precision: 0.09440	Recall: 0.99900	F1: 0.17249	F2: 0.34252
	Total predictions: 11000	True positives:  999	False positives: 9584	False negatives:    1	True negatives:  416

['poi', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'bonus', 'total_stock_value']
	Accuracy: 0.84892	Precision: 0.51565	Recall: 0.29650	F1: 0.37651	F2: 0.32404
	Total predictions: 13000	True positives:  593	False positives:  557	False negatives: 1407	True negatives: 10443

['poi', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.79970	Precision: 0.49794	Recall: 0.18150	F1: 0.26603	F2: 0.20793
	Total predictions: 10000	True positives:  363	False positives:  366	False negatives: 1637	True negatives: 7634

['poi', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.78690	Precision: 0.42714	Recall: 0.19200	F1: 0.26492	F2: 0.21575
	Total predictions: 10000	True positives:  384	False positives:  515	False negatives: 1616	True negatives: 7485

['poi', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'bonus', 'restricted_stock']
	Accuracy: 0.82217	Precision: 0.41986	Recall: 0.17550	F1: 0.24753	F2: 0.19862
	Total predictions: 12000	True positives:  351	False positives:  485	False negatives: 1649	True negatives: 9515

['poi', 'bonus', 'salary']
GaussianNB()
['poi', 'bonus', 'salary']
	Accuracy: 0.77760	Precision: 0.37692	Recall: 0.17150	F1: 0.23574	F2: 0.19248
	Total predictions: 10000	True positives:  343	False positives:  567	False negatives: 1657	True negatives: 7433

['poi', 'bonus', 'total_payments']
GaussianNB()
['poi', 'bonus', 'total_payments']
	Accuracy: 0.82838	Precision: 0.34371	Recall: 0.12700	F1: 0.18547	F2: 0.14533
	Total predictions: 13000	True positives:  254	False positives:  485	False negatives: 1746	True negatives: 10515

['poi', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'bonus', 'exercised_stock_options']
	Accuracy: 0.84354	Precision: 0.48537	Recall: 0.28200	F1: 0.35674	F2: 0.30779
	Total predictions: 13000	True positives:  564	False positives:  598	False negatives: 1436	True negatives: 10402

['poi', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.86446	Precision: 0.63048	Recall: 0.28750	F1: 0.39492	F2: 0.32260
	Total predictions: 13000	True positives:  575	False positives:  337	False negatives: 1425	True negatives: 10663

['poi', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.86677	Precision: 0.65193	Recall: 0.28750	F1: 0.39903	F2: 0.32369
	Total predictions: 13000	True positives:  575	False positives:  307	False negatives: 1425	True negatives: 10693

['poi', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.85754	Precision: 0.57505	Recall: 0.28350	F1: 0.37977	F2: 0.31549
	Total predictions: 13000	True positives:  567	False positives:  419	False negatives: 1433	True negatives: 10581

['poi', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'total_stock_value', 'salary']
	Accuracy: 0.85423	Precision: 0.56069	Recall: 0.24250	F1: 0.33857	F2: 0.27355
	Total predictions: 13000	True positives:  485	False positives:  380	False negatives: 1515	True negatives: 10620

['poi', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'total_stock_value', 'total_payments']
	Accuracy: 0.85267	Precision: 0.38854	Recall: 0.18300	F1: 0.24881	F2: 0.20465
	Total predictions: 15000	True positives:  366	False positives:  576	False negatives: 1634	True negatives: 12424

['poi', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.84069	Precision: 0.46889	Recall: 0.26750	F1: 0.34066	F2: 0.29264
	Total predictions: 13000	True positives:  535	False positives:  606	False negatives: 1465	True negatives: 10394

['poi', 'from_poi_to_this_person', 'from_this_person_to_poi']
Got a divide by zero when trying out: GaussianNB()
Precision or recall may be undefined due to a lack of true positive predicitons.
['poi', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.81583	Precision: 0.28306	Recall: 0.06850	F1: 0.11031	F2: 0.08074
	Total predictions: 12000	True positives:  137	False positives:  347	False negatives: 1863	True negatives: 9653

['poi', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.80582	Precision: 0.38112	Recall: 0.10900	F1: 0.16952	F2: 0.12716
	Total predictions: 11000	True positives:  218	False positives:  354	False negatives: 1782	True negatives: 8646

['poi', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.82631	Precision: 0.08387	Recall: 0.01300	F1: 0.02251	F2: 0.01564
	Total predictions: 13000	True positives:   26	False positives:  284	False negatives: 1974	True negatives: 10716

['poi', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.84408	Precision: 0.56869	Recall: 0.26700	F1: 0.36339	F2: 0.29869
	Total predictions: 12000	True positives:  534	False positives:  405	False negatives: 1466	True negatives: 9595

['poi', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.80192	Precision: 0.20593	Recall: 0.06600	F1: 0.09996	F2: 0.07638
	Total predictions: 12000	True positives:  132	False positives:  509	False negatives: 1868	True negatives: 9491

['poi', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.79145	Precision: 0.30709	Recall: 0.11700	F1: 0.16944	F2: 0.13353
	Total predictions: 11000	True positives:  234	False positives:  528	False negatives: 1766	True negatives: 8472

['poi', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.82631	Precision: 0.10185	Recall: 0.01650	F1: 0.02840	F2: 0.01982
	Total predictions: 13000	True positives:   33	False positives:  291	False negatives: 1967	True negatives: 10709

['poi', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.84317	Precision: 0.56614	Recall: 0.25250	F1: 0.34924	F2: 0.28396
	Total predictions: 12000	True positives:  505	False positives:  387	False negatives: 1495	True negatives: 9613

['poi', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'restricted_stock', 'salary']
	Accuracy: 0.81400	Precision: 0.33090	Recall: 0.11350	F1: 0.16902	F2: 0.13067
	Total predictions: 12000	True positives:  227	False positives:  459	False negatives: 1773	True negatives: 9541

['poi', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'restricted_stock', 'total_payments']
	Accuracy: 0.83036	Precision: 0.20565	Recall: 0.06550	F1: 0.09936	F2: 0.07584
	Total predictions: 14000	True positives:  131	False positives:  506	False negatives: 1869	True negatives: 11494

['poi', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.85100	Precision: 0.52941	Recall: 0.28350	F1: 0.36926	F2: 0.31253
	Total predictions: 13000	True positives:  567	False positives:  504	False negatives: 1433	True negatives: 10496

['poi', 'salary', 'total_payments']
GaussianNB()
['poi', 'salary', 'total_payments']
	Accuracy: 0.82869	Precision: 0.25902	Recall: 0.06100	F1: 0.09875	F2: 0.07201
	Total predictions: 13000	True positives:  122	False positives:  349	False negatives: 1878	True negatives: 10651

['poi', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'salary', 'exercised_stock_options']
	Accuracy: 0.85146	Precision: 0.53674	Recall: 0.25200	F1: 0.34297	F2: 0.28191
	Total predictions: 13000	True positives:  504	False positives:  435	False negatives: 1496	True negatives: 10565

['poi', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84936	Precision: 0.43410	Recall: 0.17950	F1: 0.25398	F2: 0.20335
	Total predictions: 14000	True positives:  359	False positives:  468	False negatives: 1641	True negatives: 11532

['poi', 'to_messages', 'salary_bonus', 'deferral_payments']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'deferral_payments']
	Accuracy: 0.78283	Precision: 0.28841	Recall: 0.20650	F1: 0.24068	F2: 0.21894
	Total predictions: 12000	True positives:  413	False positives: 1019	False negatives: 1587	True negatives: 8981

['poi', 'to_messages', 'salary_bonus', 'expenses']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'expenses']
	Accuracy: 0.83300	Precision: 0.40511	Recall: 0.18250	F1: 0.25164	F2: 0.20503
	Total predictions: 13000	True positives:  365	False positives:  536	False negatives: 1635	True negatives: 10464

['poi', 'to_messages', 'salary_bonus', 'deferred_income']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'deferred_income']
	Accuracy: 0.85733	Precision: 0.63408	Recall: 0.34050	F1: 0.44307	F2: 0.37525
	Total predictions: 12000	True positives:  681	False positives:  393	False negatives: 1319	True negatives: 9607

['poi', 'to_messages', 'salary_bonus', 'long_term_incentive']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'long_term_incentive']
	Accuracy: 0.80864	Precision: 0.44262	Recall: 0.20250	F1: 0.27787	F2: 0.22715
	Total predictions: 11000	True positives:  405	False positives:  510	False negatives: 1595	True negatives: 8490

['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred']
	Accuracy: 0.31467	Precision: 0.19538	Recall: 0.99800	F1: 0.32678	F2: 0.54787
	Total predictions: 12000	True positives: 1996	False positives: 8220	False negatives:    4	True negatives: 1780

['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi']
	Accuracy: 0.79873	Precision: 0.39082	Recall: 0.19150	F1: 0.25705	F2: 0.21325
	Total predictions: 11000	True positives:  383	False positives:  597	False negatives: 1617	True negatives: 8403

['poi', 'to_messages', 'salary_bonus', 'from_messages']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'from_messages']
	Accuracy: 0.76245	Precision: 0.26036	Recall: 0.16650	F1: 0.20311	F2: 0.17944
	Total predictions: 11000	True positives:  333	False positives:  946	False negatives: 1667	True negatives: 8054

['poi', 'to_messages', 'salary_bonus', 'other']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'other']
	Accuracy: 0.79917	Precision: 0.21208	Recall: 0.07550	F1: 0.11136	F2: 0.08666
	Total predictions: 12000	True positives:  151	False positives:  561	False negatives: 1849	True negatives: 9439

['poi', 'to_messages', 'salary_bonus', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'director_fees']
	Accuracy: 0.29783	Precision: 0.19135	Recall: 0.99600	F1: 0.32103	F2: 0.54101
	Total predictions: 12000	True positives: 1992	False positives: 8418	False negatives:    8	True negatives: 1582

['poi', 'to_messages', 'salary_bonus', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'resto_dirfees']
	Accuracy: 0.22055	Precision: 0.18879	Recall: 0.99700	F1: 0.31747	F2: 0.53712
	Total predictions: 11000	True positives: 1994	False positives: 8568	False negatives:    6	True negatives:  432

['poi', 'to_messages', 'salary_bonus', 'bonus']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'bonus']
	Accuracy: 0.81227	Precision: 0.46811	Recall: 0.23850	F1: 0.31600	F2: 0.26444
	Total predictions: 11000	True positives:  477	False positives:  542	False negatives: 1523	True negatives: 8458

['poi', 'to_messages', 'salary_bonus', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'total_stock_value']
	Accuracy: 0.84343	Precision: 0.41594	Recall: 0.23750	F1: 0.30236	F2: 0.25979
	Total predictions: 14000	True positives:  475	False positives:  667	False negatives: 1525	True negatives: 11333

['poi', 'to_messages', 'salary_bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'from_poi_to_this_person']
	Accuracy: 0.80600	Precision: 0.40921	Recall: 0.15100	F1: 0.22060	F2: 0.17281
	Total predictions: 11000	True positives:  302	False positives:  436	False negatives: 1698	True negatives: 8564

['poi', 'to_messages', 'salary_bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'from_this_person_to_poi']
	Accuracy: 0.80209	Precision: 0.37588	Recall: 0.13400	F1: 0.19757	F2: 0.15379
	Total predictions: 11000	True positives:  268	False positives:  445	False negatives: 1732	True negatives: 8555

['poi', 'to_messages', 'salary_bonus', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'restricted_stock']
	Accuracy: 0.80100	Precision: 0.28251	Recall: 0.12600	F1: 0.17427	F2: 0.14170
	Total predictions: 12000	True positives:  252	False positives:  640	False negatives: 1748	True negatives: 9360

['poi', 'to_messages', 'salary_bonus', 'salary']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'salary']
	Accuracy: 0.81250	Precision: 0.33724	Recall: 0.12950	F1: 0.18714	F2: 0.14770
	Total predictions: 12000	True positives:  259	False positives:  509	False negatives: 1741	True negatives: 9491

['poi', 'to_messages', 'salary_bonus', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'total_payments']
	Accuracy: 0.82907	Precision: 0.21060	Recall: 0.07150	F1: 0.10676	F2: 0.08238
	Total predictions: 14000	True positives:  143	False positives:  536	False negatives: 1857	True negatives: 11464

['poi', 'to_messages', 'salary_bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'exercised_stock_options']
	Accuracy: 0.83492	Precision: 0.43253	Recall: 0.23400	F1: 0.30370	F2: 0.25765
	Total predictions: 13000	True positives:  468	False positives:  614	False negatives: 1532	True negatives: 10386

['poi', 'to_messages', 'deferral_payments', 'expenses']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'expenses']
	Accuracy: 0.77638	Precision: 0.09033	Recall: 0.05000	F1: 0.06437	F2: 0.05490
	Total predictions: 13000	True positives:  100	False positives: 1007	False negatives: 1900	True negatives: 9993

['poi', 'to_messages', 'deferral_payments', 'deferred_income']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'deferred_income']
	Accuracy: 0.79967	Precision: 0.33054	Recall: 0.19700	F1: 0.24687	F2: 0.21432
	Total predictions: 12000	True positives:  394	False positives:  798	False negatives: 1606	True negatives: 9202

['poi', 'to_messages', 'deferral_payments', 'long_term_incentive']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'long_term_incentive']
	Accuracy: 0.77700	Precision: 0.25000	Recall: 0.16900	F1: 0.20167	F2: 0.18071
	Total predictions: 12000	True positives:  338	False positives: 1014	False negatives: 1662	True negatives: 8986

['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred']
	Accuracy: 0.34064	Precision: 0.20859	Recall: 0.94000	F1: 0.34141	F2: 0.55252
	Total predictions: 11000	True positives: 1880	False positives: 7133	False negatives:  120	True negatives: 1867

['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi']
	Accuracy: 0.74155	Precision: 0.08878	Recall: 0.04550	F1: 0.06017	F2: 0.05042
	Total predictions: 11000	True positives:   91	False positives:  934	False negatives: 1909	True negatives: 8066

['poi', 'to_messages', 'deferral_payments', 'from_messages']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'from_messages']
	Accuracy: 0.69027	Precision: 0.12238	Recall: 0.11400	F1: 0.11804	F2: 0.11558
	Total predictions: 11000	True positives:  228	False positives: 1635	False negatives: 1772	True negatives: 7365

['poi', 'to_messages', 'deferral_payments', 'other']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'other']
	Accuracy: 0.77683	Precision: 0.07940	Recall: 0.03200	F1: 0.04562	F2: 0.03634
	Total predictions: 12000	True positives:   64	False positives:  742	False negatives: 1936	True negatives: 9258

['poi', 'to_messages', 'deferral_payments', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'director_fees']
	Accuracy: 0.33508	Precision: 0.19152	Recall: 0.92800	F1: 0.31751	F2: 0.52456
	Total predictions: 12000	True positives: 1856	False positives: 7835	False negatives:  144	True negatives: 2165

['poi', 'to_messages', 'deferral_payments', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'resto_dirfees']
	Accuracy: 0.23591	Precision: 0.18414	Recall: 0.93350	F1: 0.30760	F2: 0.51464
	Total predictions: 11000	True positives: 1867	False positives: 8272	False negatives:  133	True negatives:  728

['poi', 'to_messages', 'deferral_payments', 'bonus']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'bonus']
	Accuracy: 0.77958	Precision: 0.28283	Recall: 0.21000	F1: 0.24103	F2: 0.22140
	Total predictions: 12000	True positives:  420	False positives: 1065	False negatives: 1580	True negatives: 8935

['poi', 'to_messages', 'deferral_payments', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'total_stock_value']
	Accuracy: 0.86543	Precision: 0.56157	Recall: 0.26450	F1: 0.35962	F2: 0.29580
	Total predictions: 14000	True positives:  529	False positives:  413	False negatives: 1471	True negatives: 11587

['poi', 'to_messages', 'deferral_payments', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'from_poi_to_this_person']
	Accuracy: 0.74891	Precision: 0.11202	Recall: 0.05500	F1: 0.07378	F2: 0.06123
	Total predictions: 11000	True positives:  110	False positives:  872	False negatives: 1890	True negatives: 8128

['poi', 'to_messages', 'deferral_payments', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'from_this_person_to_poi']
	Accuracy: 0.73873	Precision: 0.06903	Recall: 0.03500	F1: 0.04645	F2: 0.03883
	Total predictions: 11000	True positives:   70	False positives:  944	False negatives: 1930	True negatives: 8056

['poi', 'to_messages', 'deferral_payments', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'restricted_stock']
	Accuracy: 0.78969	Precision: 0.17174	Recall: 0.09600	F1: 0.12316	F2: 0.10529
	Total predictions: 13000	True positives:  192	False positives:  926	False negatives: 1808	True negatives: 10074

['poi', 'to_messages', 'deferral_payments', 'salary']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'salary']
	Accuracy: 0.77258	Precision: 0.22239	Recall: 0.14600	F1: 0.17628	F2: 0.15677
	Total predictions: 12000	True positives:  292	False positives: 1021	False negatives: 1708	True negatives: 8979

['poi', 'to_messages', 'deferral_payments', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'total_payments']
	Accuracy: 0.83179	Precision: 0.19130	Recall: 0.05500	F1: 0.08544	F2: 0.06414
	Total predictions: 14000	True positives:  110	False positives:  465	False negatives: 1890	True negatives: 11535

['poi', 'to_messages', 'deferral_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'exercised_stock_options']
	Accuracy: 0.85662	Precision: 0.55782	Recall: 0.32800	F1: 0.41310	F2: 0.35745
	Total predictions: 13000	True positives:  656	False positives:  520	False negatives: 1344	True negatives: 10480

['poi', 'to_messages', 'expenses', 'deferred_income']
GaussianNB()
['poi', 'to_messages', 'expenses', 'deferred_income']
	Accuracy: 0.84015	Precision: 0.44109	Recall: 0.14600	F1: 0.21938	F2: 0.16855
	Total predictions: 13000	True positives:  292	False positives:  370	False negatives: 1708	True negatives: 10630

['poi', 'to_messages', 'expenses', 'long_term_incentive']
GaussianNB()
['poi', 'to_messages', 'expenses', 'long_term_incentive']
	Accuracy: 0.82700	Precision: 0.32636	Recall: 0.11700	F1: 0.17225	F2: 0.13422
	Total predictions: 13000	True positives:  234	False positives:  483	False negatives: 1766	True negatives: 10517

['poi', 'to_messages', 'expenses', 'restricted_stock_deferred']
GaussianNB()
['poi', 'to_messages', 'expenses', 'restricted_stock_deferred']
	Accuracy: 0.28208	Precision: 0.17550	Recall: 0.99150	F1: 0.29822	F2: 0.51376
	Total predictions: 13000	True positives: 1983	False positives: 9316	False negatives:   17	True negatives: 1684

['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi']
	Accuracy: 0.79733	Precision: 0.00230	Recall: 0.00050	F1: 0.00082	F2: 0.00059
	Total predictions: 12000	True positives:    1	False positives:  433	False negatives: 1999	True negatives: 9567

['poi', 'to_messages', 'expenses', 'from_messages']
GaussianNB()
['poi', 'to_messages', 'expenses', 'from_messages']
	Accuracy: 0.75575	Precision: 0.09836	Recall: 0.05700	F1: 0.07217	F2: 0.06223
	Total predictions: 12000	True positives:  114	False positives: 1045	False negatives: 1886	True negatives: 8955

['poi', 'to_messages', 'expenses', 'other']
GaussianNB()
['poi', 'to_messages', 'expenses', 'other']
	Accuracy: 0.81877	Precision: 0.02660	Recall: 0.00500	F1: 0.00842	F2: 0.00597
	Total predictions: 13000	True positives:   10	False positives:  366	False negatives: 1990	True negatives: 10634

['poi', 'to_messages', 'expenses', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'expenses', 'director_fees']
	Accuracy: 0.27800	Precision: 0.17313	Recall: 0.97800	F1: 0.29418	F2: 0.50679
	Total predictions: 13000	True positives: 1956	False positives: 9342	False negatives:   44	True negatives: 1658

['poi', 'to_messages', 'expenses', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'expenses', 'resto_dirfees']
	Accuracy: 0.18623	Precision: 0.15692	Recall: 0.98100	F1: 0.27056	F2: 0.47847
	Total predictions: 13000	True positives: 1962	False positives: 10541	False negatives:   38	True negatives:  459

['poi', 'to_messages', 'expenses', 'bonus']
GaussianNB()
['poi', 'to_messages', 'expenses', 'bonus']
	Accuracy: 0.84023	Precision: 0.45253	Recall: 0.18350	F1: 0.26112	F2: 0.20826
	Total predictions: 13000	True positives:  367	False positives:  444	False negatives: 1633	True negatives: 10556

['poi', 'to_messages', 'expenses', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'expenses', 'total_stock_value']
	Accuracy: 0.86714	Precision: 0.57042	Recall: 0.28350	F1: 0.37876	F2: 0.31521
	Total predictions: 14000	True positives:  567	False positives:  427	False negatives: 1433	True negatives: 11573

['poi', 'to_messages', 'expenses', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'expenses', 'from_poi_to_this_person']
	Accuracy: 0.80825	Precision: 0.04532	Recall: 0.00750	F1: 0.01287	F2: 0.00900
	Total predictions: 12000	True positives:   15	False positives:  316	False negatives: 1985	True negatives: 9684

['poi', 'to_messages', 'expenses', 'from_this_person_to_poi']
Got a divide by zero when trying out: GaussianNB()
Precision or recall may be undefined due to a lack of true positive predicitons.
['poi', 'to_messages', 'expenses', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'expenses', 'restricted_stock']
	Accuracy: 0.82723	Precision: 0.28036	Recall: 0.07850	F1: 0.12266	F2: 0.09171
	Total predictions: 13000	True positives:  157	False positives:  403	False negatives: 1843	True negatives: 10597

['poi', 'to_messages', 'expenses', 'salary']
GaussianNB()
['poi', 'to_messages', 'expenses', 'salary']
	Accuracy: 0.83746	Precision: 0.40275	Recall: 0.11700	F1: 0.18133	F2: 0.13635
	Total predictions: 13000	True positives:  234	False positives:  347	False negatives: 1766	True negatives: 10653

['poi', 'to_messages', 'expenses', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'expenses', 'total_payments']
	Accuracy: 0.83271	Precision: 0.09670	Recall: 0.02050	F1: 0.03383	F2: 0.02434
	Total predictions: 14000	True positives:   41	False positives:  383	False negatives: 1959	True negatives: 11617

['poi', 'to_messages', 'expenses', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'expenses', 'exercised_stock_options']
	Accuracy: 0.85921	Precision: 0.51324	Recall: 0.28100	F1: 0.36317	F2: 0.30896
	Total predictions: 14000	True positives:  562	False positives:  533	False negatives: 1438	True negatives: 11467

['poi', 'to_messages', 'deferred_income', 'long_term_incentive']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'long_term_incentive']
	Accuracy: 0.83350	Precision: 0.50101	Recall: 0.24850	F1: 0.33222	F2: 0.27636
	Total predictions: 12000	True positives:  497	False positives:  495	False negatives: 1503	True negatives: 9505

['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred']
	Accuracy: 0.31692	Precision: 0.19614	Recall: 1.00000	F1: 0.32795	F2: 0.54954
	Total predictions: 12000	True positives: 2000	False positives: 8197	False negatives:    0	True negatives: 1803

['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi']
	Accuracy: 0.80518	Precision: 0.39712	Recall: 0.13800	F1: 0.20482	F2: 0.15871
	Total predictions: 11000	True positives:  276	False positives:  419	False negatives: 1724	True negatives: 8581

['poi', 'to_messages', 'deferred_income', 'from_messages']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'from_messages']
	Accuracy: 0.80400	Precision: 0.42121	Recall: 0.20850	F1: 0.27893	F2: 0.23192
	Total predictions: 11000	True positives:  417	False positives:  573	False negatives: 1583	True negatives: 8427

['poi', 'to_messages', 'deferred_income', 'other']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'other']
	Accuracy: 0.82577	Precision: 0.30935	Recall: 0.10750	F1: 0.15955	F2: 0.12363
	Total predictions: 13000	True positives:  215	False positives:  480	False negatives: 1785	True negatives: 10520

['poi', 'to_messages', 'deferred_income', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'director_fees']
	Accuracy: 0.31058	Precision: 0.19403	Recall: 0.99450	F1: 0.32471	F2: 0.54490
	Total predictions: 12000	True positives: 1989	False positives: 8262	False negatives:   11	True negatives: 1738

['poi', 'to_messages', 'deferred_income', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'resto_dirfees']
	Accuracy: 0.21973	Precision: 0.18875	Recall: 0.99800	F1: 0.31746	F2: 0.53728
	Total predictions: 11000	True positives: 1996	False positives: 8579	False negatives:    4	True negatives:  421

['poi', 'to_messages', 'deferred_income', 'bonus']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'bonus']
	Accuracy: 0.85758	Precision: 0.63510	Recall: 0.34200	F1: 0.44459	F2: 0.37678
	Total predictions: 12000	True positives:  684	False positives:  393	False negatives: 1316	True negatives: 9607

['poi', 'to_messages', 'deferred_income', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'total_stock_value']
	Accuracy: 0.85164	Precision: 0.47081	Recall: 0.31050	F1: 0.37421	F2: 0.33319
	Total predictions: 14000	True positives:  621	False positives:  698	False negatives: 1379	True negatives: 11302

['poi', 'to_messages', 'deferred_income', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'from_poi_to_this_person']
	Accuracy: 0.81036	Precision: 0.43658	Recall: 0.14800	F1: 0.22106	F2: 0.17055
	Total predictions: 11000	True positives:  296	False positives:  382	False negatives: 1704	True negatives: 8618

['poi', 'to_messages', 'deferred_income', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'from_this_person_to_poi']
	Accuracy: 0.80018	Precision: 0.37209	Recall: 0.14400	F1: 0.20764	F2: 0.16412
	Total predictions: 11000	True positives:  288	False positives:  486	False negatives: 1712	True negatives: 8514

['poi', 'to_messages', 'deferred_income', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'restricted_stock']
	Accuracy: 0.83362	Precision: 0.42216	Recall: 0.22100	F1: 0.29012	F2: 0.24428
	Total predictions: 13000	True positives:  442	False positives:  605	False negatives: 1558	True negatives: 10395

['poi', 'to_messages', 'deferred_income', 'salary']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'salary']
	Accuracy: 0.85577	Precision: 0.55969	Recall: 0.29300	F1: 0.38464	F2: 0.32386
	Total predictions: 13000	True positives:  586	False positives:  461	False negatives: 1414	True negatives: 10539

['poi', 'to_messages', 'deferred_income', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'total_payments']
	Accuracy: 0.84143	Precision: 0.35294	Recall: 0.13200	F1: 0.19214	F2: 0.15089
	Total predictions: 14000	True positives:  264	False positives:  484	False negatives: 1736	True negatives: 11516

['poi', 'to_messages', 'deferred_income', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'exercised_stock_options']
	Accuracy: 0.86221	Precision: 0.52870	Recall: 0.32700	F1: 0.40408	F2: 0.35401
	Total predictions: 14000	True positives:  654	False positives:  583	False negatives: 1346	True negatives: 11417

['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred']
	Accuracy: 0.31242	Precision: 0.18934	Recall: 0.95250	F1: 0.31589	F2: 0.52738
	Total predictions: 12000	True positives: 1905	False positives: 8156	False negatives:   95	True negatives: 1844

['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi']
	Accuracy: 0.78691	Precision: 0.28660	Recall: 0.11550	F1: 0.16465	F2: 0.13116
	Total predictions: 11000	True positives:  231	False positives:  575	False negatives: 1769	True negatives: 8425

['poi', 'to_messages', 'long_term_incentive', 'from_messages']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'from_messages']
	Accuracy: 0.74000	Precision: 0.27697	Recall: 0.26700	F1: 0.27189	F2: 0.26894
	Total predictions: 11000	True positives:  534	False positives: 1394	False negatives: 1466	True negatives: 7606

['poi', 'to_messages', 'long_term_incentive', 'other']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'other']
	Accuracy: 0.80308	Precision: 0.11135	Recall: 0.02600	F1: 0.04216	F2: 0.03071
	Total predictions: 12000	True positives:   52	False positives:  415	False negatives: 1948	True negatives: 9585

['poi', 'to_messages', 'long_term_incentive', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'director_fees']
	Accuracy: 0.29258	Precision: 0.18257	Recall: 0.93300	F1: 0.30538	F2: 0.51205
	Total predictions: 12000	True positives: 1866	False positives: 8355	False negatives:  134	True negatives: 1645

['poi', 'to_messages', 'long_term_incentive', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'resto_dirfees']
	Accuracy: 0.21200	Precision: 0.18126	Recall: 0.94800	F1: 0.30433	F2: 0.51354
	Total predictions: 11000	True positives: 1896	False positives: 8564	False negatives:  104	True negatives:  436

['poi', 'to_messages', 'long_term_incentive', 'bonus']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'bonus']
	Accuracy: 0.81673	Precision: 0.49031	Recall: 0.20250	F1: 0.28662	F2: 0.22944
	Total predictions: 11000	True positives:  405	False positives:  421	False negatives: 1595	True negatives: 8579

['poi', 'to_messages', 'long_term_incentive', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'total_stock_value']
	Accuracy: 0.84364	Precision: 0.41761	Recall: 0.23950	F1: 0.30442	F2: 0.26183
	Total predictions: 14000	True positives:  479	False positives:  668	False negatives: 1521	True negatives: 11332

['poi', 'to_messages', 'long_term_incentive', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'from_poi_to_this_person']
	Accuracy: 0.79636	Precision: 0.30707	Recall: 0.09550	F1: 0.14569	F2: 0.11076
	Total predictions: 11000	True positives:  191	False positives:  431	False negatives: 1809	True negatives: 8569

['poi', 'to_messages', 'long_term_incentive', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'from_this_person_to_poi']
	Accuracy: 0.78609	Precision: 0.18312	Recall: 0.05100	F1: 0.07978	F2: 0.05960
	Total predictions: 11000	True positives:  102	False positives:  455	False negatives: 1898	True negatives: 8545

['poi', 'to_messages', 'long_term_incentive', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'restricted_stock']
	Accuracy: 0.81815	Precision: 0.29823	Recall: 0.13450	F1: 0.18539	F2: 0.15109
	Total predictions: 13000	True positives:  269	False positives:  633	False negatives: 1731	True negatives: 10367

['poi', 'to_messages', 'long_term_incentive', 'salary']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'salary']
	Accuracy: 0.81825	Precision: 0.37653	Recall: 0.13800	F1: 0.20198	F2: 0.15802
	Total predictions: 12000	True positives:  276	False positives:  457	False negatives: 1724	True negatives: 9543

['poi', 'to_messages', 'long_term_incentive', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'total_payments']
	Accuracy: 0.83079	Precision: 0.20290	Recall: 0.06300	F1: 0.09615	F2: 0.07308
	Total predictions: 14000	True positives:  126	False positives:  495	False negatives: 1874	True negatives: 11505

['poi', 'to_messages', 'long_term_incentive', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'exercised_stock_options']
	Accuracy: 0.83292	Precision: 0.42022	Recall: 0.22650	F1: 0.29435	F2: 0.24950
	Total predictions: 13000	True positives:  453	False positives:  625	False negatives: 1547	True negatives: 10375

['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi']
	Accuracy: 0.27880	Precision: 0.11387	Recall: 0.91600	F1: 0.20257	F2: 0.38027
	Total predictions: 10000	True positives:  916	False positives: 7128	False negatives:   84	True negatives: 1872

['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages']
	Accuracy: 0.31060	Precision: 0.11254	Recall: 0.85600	F1: 0.19893	F2: 0.36877
	Total predictions: 10000	True positives:  856	False positives: 6750	False negatives:  144	True negatives: 2250

['poi', 'to_messages', 'restricted_stock_deferred', 'other']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'other']
	Accuracy: 0.27423	Precision: 0.16269	Recall: 0.89650	F1: 0.27540	F2: 0.47132
	Total predictions: 13000	True positives: 1793	False positives: 9228	False negatives:  207	True negatives: 1772

['poi', 'to_messages', 'restricted_stock_deferred', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'director_fees']
	Accuracy: 0.37218	Precision: 0.12649	Recall: 1.00000	F1: 0.22457	F2: 0.41996
	Total predictions: 11000	True positives: 1000	False positives: 6906	False negatives:    0	True negatives: 3094

['poi', 'to_messages', 'restricted_stock_deferred', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'resto_dirfees']
	Accuracy: 0.28610	Precision: 0.12287	Recall: 1.00000	F1: 0.21884	F2: 0.41190
	Total predictions: 10000	True positives: 1000	False positives: 7139	False negatives:    0	True negatives: 1861

['poi', 'to_messages', 'restricted_stock_deferred', 'bonus']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'bonus']
	Accuracy: 0.31467	Precision: 0.19538	Recall: 0.99800	F1: 0.32678	F2: 0.54787
	Total predictions: 12000	True positives: 1996	False positives: 8220	False negatives:    4	True negatives: 1780

['poi', 'to_messages', 'restricted_stock_deferred', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'total_stock_value']
	Accuracy: 0.26336	Precision: 0.15720	Recall: 0.95300	F1: 0.26988	F2: 0.47354
	Total predictions: 14000	True positives: 1906	False positives: 10219	False negatives:   94	True negatives: 1781

['poi', 'to_messages', 'restricted_stock_deferred', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'from_poi_to_this_person']
	Accuracy: 0.27870	Precision: 0.11443	Recall: 0.92200	F1: 0.20360	F2: 0.38235
	Total predictions: 10000	True positives:  922	False positives: 7135	False negatives:   78	True negatives: 1865

['poi', 'to_messages', 'restricted_stock_deferred', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'from_this_person_to_poi']
	Accuracy: 0.27320	Precision: 0.10589	Recall: 0.84200	F1: 0.18811	F2: 0.35224
	Total predictions: 10000	True positives:  842	False positives: 7110	False negatives:  158	True negatives: 1890

['poi', 'to_messages', 'restricted_stock_deferred', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'restricted_stock']
	Accuracy: 0.29525	Precision: 0.18351	Recall: 0.93600	F1: 0.30686	F2: 0.51426
	Total predictions: 12000	True positives: 1872	False positives: 8329	False negatives:  128	True negatives: 1671

['poi', 'to_messages', 'restricted_stock_deferred', 'salary']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'salary']
	Accuracy: 0.29808	Precision: 0.18659	Recall: 0.95600	F1: 0.31224	F2: 0.52392
	Total predictions: 12000	True positives: 1912	False positives: 8335	False negatives:   88	True negatives: 1665

['poi', 'to_messages', 'restricted_stock_deferred', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'total_payments']
	Accuracy: 0.24679	Precision: 0.14734	Recall: 0.89250	F1: 0.25292	F2: 0.44370
	Total predictions: 14000	True positives: 1785	False positives: 10330	False negatives:  215	True negatives: 1670

['poi', 'to_messages', 'restricted_stock_deferred', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'exercised_stock_options']
	Accuracy: 0.28000	Precision: 0.16847	Recall: 0.93500	F1: 0.28550	F2: 0.48953
	Total predictions: 13000	True positives: 1870	False positives: 9230	False negatives:  130	True negatives: 1770

['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages']
	Accuracy: 0.76711	Precision: 0.08295	Recall: 0.10900	F1: 0.09421	F2: 0.10256
	Total predictions: 9000	True positives:  109	False positives: 1205	False negatives:  891	True negatives: 6795

['poi', 'to_messages', 'shared_receipt_with_poi', 'other']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'other']
	Accuracy: 0.78958	Precision: 0.00190	Recall: 0.00050	F1: 0.00079	F2: 0.00059
	Total predictions: 12000	True positives:    1	False positives:  526	False negatives: 1999	True negatives: 9474

['poi', 'to_messages', 'shared_receipt_with_poi', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'director_fees']
	Accuracy: 0.26690	Precision: 0.11344	Recall: 0.92900	F1: 0.20220	F2: 0.38108
	Total predictions: 10000	True positives:  929	False positives: 7260	False negatives:   71	True negatives: 1740

['poi', 'to_messages', 'shared_receipt_with_poi', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'resto_dirfees']
	Accuracy: 0.15244	Precision: 0.10827	Recall: 0.91600	F1: 0.19366	F2: 0.36758
	Total predictions: 9000	True positives:  916	False positives: 7544	False negatives:   84	True negatives:  456

['poi', 'to_messages', 'shared_receipt_with_poi', 'bonus']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'bonus']
	Accuracy: 0.80473	Precision: 0.42043	Recall: 0.19550	F1: 0.26689	F2: 0.21892
	Total predictions: 11000	True positives:  391	False positives:  539	False negatives: 1609	True negatives: 8461

['poi', 'to_messages', 'shared_receipt_with_poi', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'total_stock_value']
	Accuracy: 0.84150	Precision: 0.40568	Recall: 0.23550	F1: 0.29801	F2: 0.25707
	Total predictions: 14000	True positives:  471	False positives:  690	False negatives: 1529	True negatives: 11310

['poi', 'to_messages', 'shared_receipt_with_poi', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'from_poi_to_this_person']
	Accuracy: 0.84122	Precision: 0.01798	Recall: 0.00800	F1: 0.01107	F2: 0.00900
	Total predictions: 9000	True positives:    8	False positives:  437	False negatives:  992	True negatives: 7563

['poi', 'to_messages', 'shared_receipt_with_poi', 'from_this_person_to_poi']
Got a divide by zero when trying out: GaussianNB()
Precision or recall may be undefined due to a lack of true positive predicitons.
['poi', 'to_messages', 'shared_receipt_with_poi', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'restricted_stock']
	Accuracy: 0.79208	Precision: 0.17647	Recall: 0.06750	F1: 0.09765	F2: 0.07701
	Total predictions: 12000	True positives:  135	False positives:  630	False negatives: 1865	True negatives: 9370

['poi', 'to_messages', 'shared_receipt_with_poi', 'salary']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'salary']
	Accuracy: 0.81025	Precision: 0.30683	Recall: 0.11000	F1: 0.16194	F2: 0.12619
	Total predictions: 12000	True positives:  220	False positives:  497	False negatives: 1780	True negatives: 9503

['poi', 'to_messages', 'shared_receipt_with_poi', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'total_payments']
	Accuracy: 0.82614	Precision: 0.14887	Recall: 0.04600	F1: 0.07028	F2: 0.05338
	Total predictions: 14000	True positives:   92	False positives:  526	False negatives: 1908	True negatives: 11474

['poi', 'to_messages', 'shared_receipt_with_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'exercised_stock_options']
	Accuracy: 0.82933	Precision: 0.47727	Recall: 0.25200	F1: 0.32984	F2: 0.27827
	Total predictions: 12000	True positives:  504	False positives:  552	False negatives: 1496	True negatives: 9448

['poi', 'to_messages', 'from_messages', 'other']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'other']
	Accuracy: 0.73792	Precision: 0.08303	Recall: 0.05700	F1: 0.06760	F2: 0.06081
	Total predictions: 12000	True positives:  114	False positives: 1259	False negatives: 1886	True negatives: 8741

['poi', 'to_messages', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'director_fees']
	Accuracy: 0.29370	Precision: 0.11229	Recall: 0.87800	F1: 0.19912	F2: 0.37144
	Total predictions: 10000	True positives:  878	False positives: 6941	False negatives:  122	True negatives: 2059

['poi', 'to_messages', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'resto_dirfees']
	Accuracy: 0.18911	Precision: 0.10696	Recall: 0.85700	F1: 0.19019	F2: 0.35673
	Total predictions: 9000	True positives:  857	False positives: 7155	False negatives:  143	True negatives:  845

['poi', 'to_messages', 'from_messages', 'bonus']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'bonus']
	Accuracy: 0.76318	Precision: 0.26200	Recall: 0.16650	F1: 0.20361	F2: 0.17959
	Total predictions: 11000	True positives:  333	False positives:  938	False negatives: 1667	True negatives: 8062

['poi', 'to_messages', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'total_stock_value']
	Accuracy: 0.86036	Precision: 0.52121	Recall: 0.27650	F1: 0.36132	F2: 0.30515
	Total predictions: 14000	True positives:  553	False positives:  508	False negatives: 1447	True negatives: 11492

['poi', 'to_messages', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.79700	Precision: 0.08020	Recall: 0.07900	F1: 0.07960	F2: 0.07924
	Total predictions: 9000	True positives:   79	False positives:  906	False negatives:  921	True negatives: 7094

['poi', 'to_messages', 'from_messages', 'from_this_person_to_poi']
Got a divide by zero when trying out: GaussianNB()
Precision or recall may be undefined due to a lack of true positive predicitons.
['poi', 'to_messages', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'restricted_stock']
	Accuracy: 0.79575	Precision: 0.23439	Recall: 0.09950	F1: 0.13970	F2: 0.11244
	Total predictions: 12000	True positives:  199	False positives:  650	False negatives: 1801	True negatives: 9350

['poi', 'to_messages', 'from_messages', 'salary']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'salary']
	Accuracy: 0.76633	Precision: 0.21449	Recall: 0.15100	F1: 0.17723	F2: 0.16050
	Total predictions: 12000	True positives:  302	False positives: 1106	False negatives: 1698	True negatives: 8894

['poi', 'to_messages', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'total_payments']
	Accuracy: 0.83000	Precision: 0.17128	Recall: 0.04950	F1: 0.07680	F2: 0.05771
	Total predictions: 14000	True positives:   99	False positives:  479	False negatives: 1901	True negatives: 11521

['poi', 'to_messages', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.84042	Precision: 0.53825	Recall: 0.29900	F1: 0.38444	F2: 0.32817
	Total predictions: 12000	True positives:  598	False positives:  513	False negatives: 1402	True negatives: 9487

['poi', 'to_messages', 'other', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'other', 'director_fees']
	Accuracy: 0.27008	Precision: 0.16067	Recall: 0.88650	F1: 0.27204	F2: 0.46572
	Total predictions: 13000	True positives: 1773	False positives: 9262	False negatives:  227	True negatives: 1738

['poi', 'to_messages', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'other', 'resto_dirfees']
	Accuracy: 0.18667	Precision: 0.15718	Recall: 0.88950	F1: 0.26716	F2: 0.46045
	Total predictions: 12000	True positives: 1779	False positives: 9539	False negatives:  221	True negatives:  461

['poi', 'to_messages', 'other', 'bonus']
GaussianNB()
['poi', 'to_messages', 'other', 'bonus']
	Accuracy: 0.79792	Precision: 0.20770	Recall: 0.07550	F1: 0.11074	F2: 0.08651
	Total predictions: 12000	True positives:  151	False positives:  576	False negatives: 1849	True negatives: 9424

['poi', 'to_messages', 'other', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'other', 'total_stock_value']
	Accuracy: 0.84307	Precision: 0.39188	Recall: 0.17850	F1: 0.24528	F2: 0.20031
	Total predictions: 14000	True positives:  357	False positives:  554	False negatives: 1643	True negatives: 11446

['poi', 'to_messages', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'other', 'from_poi_to_this_person']
	Accuracy: 0.79325	Precision: 0.00412	Recall: 0.00100	F1: 0.00161	F2: 0.00118
	Total predictions: 12000	True positives:    2	False positives:  483	False negatives: 1998	True negatives: 9517

['poi', 'to_messages', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'other', 'from_this_person_to_poi']
	Accuracy: 0.78517	Precision: 0.00344	Recall: 0.00100	F1: 0.00155	F2: 0.00117
	Total predictions: 12000	True positives:    2	False positives:  580	False negatives: 1998	True negatives: 9420

['poi', 'to_messages', 'other', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'other', 'restricted_stock']
	Accuracy: 0.81438	Precision: 0.17582	Recall: 0.05600	F1: 0.08495	F2: 0.06484
	Total predictions: 13000	True positives:  112	False positives:  525	False negatives: 1888	True negatives: 10475

['poi', 'to_messages', 'other', 'salary']
GaussianNB()
['poi', 'to_messages', 'other', 'salary']
	Accuracy: 0.81108	Precision: 0.19865	Recall: 0.04400	F1: 0.07204	F2: 0.05211
	Total predictions: 12000	True positives:   88	False positives:  355	False negatives: 1912	True negatives: 9645

['poi', 'to_messages', 'other', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'other', 'total_payments']
	Accuracy: 0.82264	Precision: 0.03107	Recall: 0.00800	F1: 0.01272	F2: 0.00940
	Total predictions: 14000	True positives:   16	False positives:  499	False negatives: 1984	True negatives: 11501

['poi', 'to_messages', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'other', 'exercised_stock_options']
	Accuracy: 0.84000	Precision: 0.37474	Recall: 0.17950	F1: 0.24273	F2: 0.20038
	Total predictions: 14000	True positives:  359	False positives:  599	False negatives: 1641	True negatives: 11401

['poi', 'to_messages', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'resto_dirfees']
	Accuracy: 0.27320	Precision: 0.12095	Recall: 1.00000	F1: 0.21580	F2: 0.40756
	Total predictions: 10000	True positives: 1000	False positives: 7268	False negatives:    0	True negatives: 1732

['poi', 'to_messages', 'director_fees', 'bonus']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'bonus']
	Accuracy: 0.29792	Precision: 0.19143	Recall: 0.99650	F1: 0.32117	F2: 0.54125
	Total predictions: 12000	True positives: 1993	False positives: 8418	False negatives:    7	True negatives: 1582

['poi', 'to_messages', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'total_stock_value']
	Accuracy: 0.24600	Precision: 0.14476	Recall: 0.94850	F1: 0.25119	F2: 0.44944
	Total predictions: 15000	True positives: 1897	False positives: 11207	False negatives:  103	True negatives: 1793

['poi', 'to_messages', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.26690	Precision: 0.11392	Recall: 0.93400	F1: 0.20307	F2: 0.38282
	Total predictions: 10000	True positives:  934	False positives: 7265	False negatives:   66	True negatives: 1735

['poi', 'to_messages', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.26410	Precision: 0.10761	Recall: 0.87200	F1: 0.19159	F2: 0.36024
	Total predictions: 10000	True positives:  872	False positives: 7231	False negatives:  128	True negatives: 1769

['poi', 'to_messages', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'restricted_stock']
	Accuracy: 0.25586	Precision: 0.15398	Recall: 0.93650	F1: 0.26447	F2: 0.46444
	Total predictions: 14000	True positives: 1873	False positives: 10291	False negatives:  127	True negatives: 1709

['poi', 'to_messages', 'director_fees', 'salary']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'salary']
	Accuracy: 0.27008	Precision: 0.16653	Recall: 0.93500	F1: 0.28271	F2: 0.48624
	Total predictions: 13000	True positives: 1870	False positives: 9359	False negatives:  130	True negatives: 1641

['poi', 'to_messages', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'total_payments']
	Accuracy: 0.25357	Precision: 0.14868	Recall: 0.89400	F1: 0.25496	F2: 0.44642
	Total predictions: 14000	True positives: 1788	False positives: 10238	False negatives:  212	True negatives: 1762

['poi', 'to_messages', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.27377	Precision: 0.16725	Recall: 0.93500	F1: 0.28374	F2: 0.48746
	Total predictions: 13000	True positives: 1870	False positives: 9311	False negatives:  130	True negatives: 1689

['poi', 'to_messages', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'bonus']
	Accuracy: 0.22055	Precision: 0.18879	Recall: 0.99700	F1: 0.31747	F2: 0.53712
	Total predictions: 11000	True positives: 1994	False positives: 8568	False negatives:    6	True negatives:  432

['poi', 'to_messages', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.16807	Precision: 0.14156	Recall: 0.95250	F1: 0.24649	F2: 0.44391
	Total predictions: 14000	True positives: 1905	False positives: 11552	False negatives:   95	True negatives:  448

['poi', 'to_messages', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.15189	Precision: 0.10876	Recall: 0.92200	F1: 0.19458	F2: 0.36948
	Total predictions: 9000	True positives:  922	False positives: 7555	False negatives:   78	True negatives:  445

['poi', 'to_messages', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.14611	Precision: 0.10128	Recall: 0.84900	F1: 0.18097	F2: 0.34281
	Total predictions: 9000	True positives:  849	False positives: 7534	False negatives:  151	True negatives:  466

['poi', 'to_messages', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.19233	Precision: 0.16369	Recall: 0.93600	F1: 0.27865	F2: 0.48158
	Total predictions: 12000	True positives: 1872	False positives: 9564	False negatives:  128	True negatives:  436

['poi', 'to_messages', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'salary']
	Accuracy: 0.19775	Precision: 0.16778	Recall: 0.96300	F1: 0.28578	F2: 0.49438
	Total predictions: 12000	True positives: 1926	False positives: 9553	False negatives:   74	True negatives:  447

['poi', 'to_messages', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'total_payments']
	Accuracy: 0.22050	Precision: 0.13366	Recall: 0.81300	F1: 0.22958	F2: 0.40317
	Total predictions: 14000	True positives: 1626	False positives: 10539	False negatives:  374	True negatives: 1461

['poi', 'to_messages', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.18015	Precision: 0.15195	Recall: 0.94500	F1: 0.26181	F2: 0.46237
	Total predictions: 13000	True positives: 1890	False positives: 10548	False negatives:  110	True negatives:  452

['poi', 'to_messages', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'bonus', 'total_stock_value']
	Accuracy: 0.84400	Precision: 0.41901	Recall: 0.23800	F1: 0.30357	F2: 0.26051
	Total predictions: 14000	True positives:  476	False positives:  660	False negatives: 1524	True negatives: 11340

['poi', 'to_messages', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.81109	Precision: 0.44348	Recall: 0.15300	F1: 0.22751	F2: 0.17606
	Total predictions: 11000	True positives:  306	False positives:  384	False negatives: 1694	True negatives: 8616

['poi', 'to_messages', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.80182	Precision: 0.37430	Recall: 0.13400	F1: 0.19735	F2: 0.15374
	Total predictions: 11000	True positives:  268	False positives:  448	False negatives: 1732	True negatives: 8552

['poi', 'to_messages', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'bonus', 'restricted_stock']
	Accuracy: 0.80717	Precision: 0.30947	Recall: 0.12750	F1: 0.18059	F2: 0.14449
	Total predictions: 12000	True positives:  255	False positives:  569	False negatives: 1745	True negatives: 9431

['poi', 'to_messages', 'bonus', 'salary']
GaussianNB()
['poi', 'to_messages', 'bonus', 'salary']
	Accuracy: 0.81267	Precision: 0.34062	Recall: 0.13250	F1: 0.19078	F2: 0.15095
	Total predictions: 12000	True positives:  265	False positives:  513	False negatives: 1735	True negatives: 9487

['poi', 'to_messages', 'bonus', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'bonus', 'total_payments']
	Accuracy: 0.82957	Precision: 0.21701	Recall: 0.07400	F1: 0.11037	F2: 0.08523
	Total predictions: 14000	True positives:  148	False positives:  534	False negatives: 1852	True negatives: 11466

['poi', 'to_messages', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'bonus', 'exercised_stock_options']
	Accuracy: 0.83492	Precision: 0.43278	Recall: 0.23500	F1: 0.30460	F2: 0.25864
	Total predictions: 13000	True positives:  470	False positives:  616	False negatives: 1530	True negatives: 10384

['poi', 'to_messages', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.86686	Precision: 0.57203	Recall: 0.27000	F1: 0.36685	F2: 0.30188
	Total predictions: 14000	True positives:  540	False positives:  404	False negatives: 1460	True negatives: 11596

['poi', 'to_messages', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.86493	Precision: 0.55996	Recall: 0.25450	F1: 0.34995	F2: 0.28567
	Total predictions: 14000	True positives:  509	False positives:  400	False negatives: 1491	True negatives: 11600

['poi', 'to_messages', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.85964	Precision: 0.51717	Recall: 0.26350	F1: 0.34912	F2: 0.29216
	Total predictions: 14000	True positives:  527	False positives:  492	False negatives: 1473	True negatives: 11508

['poi', 'to_messages', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'to_messages', 'total_stock_value', 'salary']
	Accuracy: 0.85300	Precision: 0.46992	Recall: 0.22650	F1: 0.30567	F2: 0.25268
	Total predictions: 14000	True positives:  453	False positives:  511	False negatives: 1547	True negatives: 11489

['poi', 'to_messages', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'total_stock_value', 'total_payments']
	Accuracy: 0.84987	Precision: 0.36929	Recall: 0.17800	F1: 0.24022	F2: 0.19857
	Total predictions: 15000	True positives:  356	False positives:  608	False negatives: 1644	True negatives: 12392

['poi', 'to_messages', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.84557	Precision: 0.43622	Recall: 0.27700	F1: 0.33884	F2: 0.29881
	Total predictions: 14000	True positives:  554	False positives:  716	False negatives: 1446	True negatives: 11284

['poi', 'to_messages', 'from_poi_to_this_person', 'from_this_person_to_poi']
Got a divide by zero when trying out: GaussianNB()
Precision or recall may be undefined due to a lack of true positive predicitons.
['poi', 'to_messages', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.81067	Precision: 0.24627	Recall: 0.06600	F1: 0.10410	F2: 0.07732
	Total predictions: 12000	True positives:  132	False positives:  404	False negatives: 1868	True negatives: 9596

['poi', 'to_messages', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'to_messages', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.81908	Precision: 0.36320	Recall: 0.11350	F1: 0.17295	F2: 0.13159
	Total predictions: 12000	True positives:  227	False positives:  398	False negatives: 1773	True negatives: 9602

['poi', 'to_messages', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.83243	Precision: 0.10502	Recall: 0.02300	F1: 0.03774	F2: 0.02726
	Total predictions: 14000	True positives:   46	False positives:  392	False negatives: 1954	True negatives: 11608

['poi', 'to_messages', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.84075	Precision: 0.54739	Recall: 0.25700	F1: 0.34978	F2: 0.28750
	Total predictions: 12000	True positives:  514	False positives:  425	False negatives: 1486	True negatives: 9575

['poi', 'to_messages', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.80500	Precision: 0.21854	Recall: 0.06600	F1: 0.10138	F2: 0.07671
	Total predictions: 12000	True positives:  132	False positives:  472	False negatives: 1868	True negatives: 9528

['poi', 'to_messages', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'to_messages', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.80717	Precision: 0.29178	Recall: 0.11000	F1: 0.15977	F2: 0.12566
	Total predictions: 12000	True positives:  220	False positives:  534	False negatives: 1780	True negatives: 9466

['poi', 'to_messages', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.83121	Precision: 0.09577	Recall: 0.02150	F1: 0.03512	F2: 0.02545
	Total predictions: 14000	True positives:   43	False positives:  406	False negatives: 1957	True negatives: 11594

['poi', 'to_messages', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.84333	Precision: 0.56652	Recall: 0.25550	F1: 0.35217	F2: 0.28701
	Total predictions: 12000	True positives:  511	False positives:  391	False negatives: 1489	True negatives: 9609

['poi', 'to_messages', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'to_messages', 'restricted_stock', 'salary']
	Accuracy: 0.82531	Precision: 0.31664	Recall: 0.11700	F1: 0.17087	F2: 0.13388
	Total predictions: 13000	True positives:  234	False positives:  505	False negatives: 1766	True negatives: 10495

['poi', 'to_messages', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'restricted_stock', 'total_payments']
	Accuracy: 0.83121	Precision: 0.21596	Recall: 0.06900	F1: 0.10459	F2: 0.07987
	Total predictions: 14000	True positives:  138	False positives:  501	False negatives: 1862	True negatives: 11499

['poi', 'to_messages', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.85421	Precision: 0.48128	Recall: 0.26350	F1: 0.34055	F2: 0.28972
	Total predictions: 14000	True positives:  527	False positives:  568	False negatives: 1473	True negatives: 11432

['poi', 'to_messages', 'salary', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'salary', 'total_payments']
	Accuracy: 0.83614	Precision: 0.21401	Recall: 0.05500	F1: 0.08751	F2: 0.06460
	Total predictions: 14000	True positives:  110	False positives:  404	False negatives: 1890	True negatives: 11596

['poi', 'to_messages', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'salary', 'exercised_stock_options']
	Accuracy: 0.84715	Precision: 0.50741	Recall: 0.22250	F1: 0.30935	F2: 0.25065
	Total predictions: 13000	True positives:  445	False positives:  432	False negatives: 1555	True negatives: 10568

['poi', 'to_messages', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85547	Precision: 0.40455	Recall: 0.17800	F1: 0.24722	F2: 0.20045
	Total predictions: 15000	True positives:  356	False positives:  524	False negatives: 1644	True negatives: 12476

['poi', 'salary_bonus', 'deferral_payments', 'expenses']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'expenses']
	Accuracy: 0.80617	Precision: 0.36045	Recall: 0.21050	F1: 0.26578	F2: 0.22960
	Total predictions: 12000	True positives:  421	False positives:  747	False negatives: 1579	True negatives: 9253

['poi', 'salary_bonus', 'deferral_payments', 'deferred_income']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'deferred_income']
	Accuracy: 0.84458	Precision: 0.57158	Recall: 0.26950	F1: 0.36629	F2: 0.30135
	Total predictions: 12000	True positives:  539	False positives:  404	False negatives: 1461	True negatives: 9596

['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive']
	Accuracy: 0.79600	Precision: 0.38969	Recall: 0.21550	F1: 0.27753	F2: 0.23666
	Total predictions: 11000	True positives:  431	False positives:  675	False negatives: 1569	True negatives: 8325

['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred']
	Accuracy: 0.36636	Precision: 0.21554	Recall: 0.94150	F1: 0.35078	F2: 0.56256
	Total predictions: 11000	True positives: 1883	False positives: 6853	False negatives:  117	True negatives: 2147

['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi']
	Accuracy: 0.79133	Precision: 0.30822	Recall: 0.20250	F1: 0.24442	F2: 0.21741
	Total predictions: 12000	True positives:  405	False positives:  909	False negatives: 1595	True negatives: 9091

['poi', 'salary_bonus', 'deferral_payments', 'from_messages']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'from_messages']
	Accuracy: 0.72133	Precision: 0.19118	Recall: 0.20800	F1: 0.19923	F2: 0.20440
	Total predictions: 12000	True positives:  416	False positives: 1760	False negatives: 1584	True negatives: 8240

['poi', 'salary_bonus', 'deferral_payments', 'other']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'other']
	Accuracy: 0.78982	Precision: 0.24257	Recall: 0.07350	F1: 0.11282	F2: 0.08541
	Total predictions: 11000	True positives:  147	False positives:  459	False negatives: 1853	True negatives: 8541

['poi', 'salary_bonus', 'deferral_payments', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'director_fees']
	Accuracy: 0.33717	Precision: 0.19335	Recall: 0.93850	F1: 0.32064	F2: 0.52999
	Total predictions: 12000	True positives: 1877	False positives: 7831	False negatives:  123	True negatives: 2169

['poi', 'salary_bonus', 'deferral_payments', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'resto_dirfees']
	Accuracy: 0.25155	Precision: 0.18875	Recall: 0.94500	F1: 0.31466	F2: 0.52462
	Total predictions: 11000	True positives: 1890	False positives: 8123	False negatives:  110	True negatives:  877

['poi', 'salary_bonus', 'deferral_payments', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'bonus']
	Accuracy: 0.78350	Precision: 0.41433	Recall: 0.19950	F1: 0.26932	F2: 0.22258
	Total predictions: 10000	True positives:  399	False positives:  564	False negatives: 1601	True negatives: 7436

['poi', 'salary_bonus', 'deferral_payments', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'total_stock_value']
	Accuracy: 0.84638	Precision: 0.50146	Recall: 0.25800	F1: 0.34071	F2: 0.28575
	Total predictions: 13000	True positives:  516	False positives:  513	False negatives: 1484	True negatives: 10487

['poi', 'salary_bonus', 'deferral_payments', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'from_poi_to_this_person']
	Accuracy: 0.78955	Precision: 0.36387	Recall: 0.21050	F1: 0.26671	F2: 0.22988
	Total predictions: 11000	True positives:  421	False positives:  736	False negatives: 1579	True negatives: 8264

['poi', 'salary_bonus', 'deferral_payments', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'from_this_person_to_poi']
	Accuracy: 0.78800	Precision: 0.30285	Recall: 0.12750	F1: 0.17945	F2: 0.14420
	Total predictions: 11000	True positives:  255	False positives:  587	False negatives: 1745	True negatives: 8413

['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock']
	Accuracy: 0.82038	Precision: 0.30988	Recall: 0.13650	F1: 0.18952	F2: 0.15370
	Total predictions: 13000	True positives:  273	False positives:  608	False negatives: 1727	True negatives: 10392

['poi', 'salary_bonus', 'deferral_payments', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'salary']
	Accuracy: 0.79827	Precision: 0.36261	Recall: 0.14450	F1: 0.20665	F2: 0.16426
	Total predictions: 11000	True positives:  289	False positives:  508	False negatives: 1711	True negatives: 8492

['poi', 'salary_bonus', 'deferral_payments', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'total_payments']
	Accuracy: 0.82400	Precision: 0.25839	Recall: 0.07700	F1: 0.11864	F2: 0.08958
	Total predictions: 13000	True positives:  154	False positives:  442	False negatives: 1846	True negatives: 10558

['poi', 'salary_bonus', 'deferral_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'exercised_stock_options']
	Accuracy: 0.84485	Precision: 0.49229	Recall: 0.27150	F1: 0.34998	F2: 0.29825
	Total predictions: 13000	True positives:  543	False positives:  560	False negatives: 1457	True negatives: 10440

['poi', 'salary_bonus', 'expenses', 'deferred_income']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'deferred_income']
	Accuracy: 0.85667	Precision: 0.64286	Recall: 0.31500	F1: 0.42282	F2: 0.35078
	Total predictions: 12000	True positives:  630	False positives:  350	False negatives: 1370	True negatives: 9650

['poi', 'salary_bonus', 'expenses', 'long_term_incentive']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'long_term_incentive']
	Accuracy: 0.80827	Precision: 0.44744	Recall: 0.23200	F1: 0.30556	F2: 0.25672
	Total predictions: 11000	True positives:  464	False positives:  573	False negatives: 1536	True negatives: 8427

['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred']
	Accuracy: 0.31292	Precision: 0.19522	Recall: 1.00000	F1: 0.32666	F2: 0.54810
	Total predictions: 12000	True positives: 2000	False positives: 8245	False negatives:    0	True negatives: 1755

['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi']
	Accuracy: 0.82262	Precision: 0.37334	Recall: 0.22550	F1: 0.28117	F2: 0.24490
	Total predictions: 13000	True positives:  451	False positives:  757	False negatives: 1549	True negatives: 10243

['poi', 'salary_bonus', 'expenses', 'from_messages']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'from_messages']
	Accuracy: 0.81062	Precision: 0.31811	Recall: 0.20200	F1: 0.24709	F2: 0.21791
	Total predictions: 13000	True positives:  404	False positives:  866	False negatives: 1596	True negatives: 10134

['poi', 'salary_bonus', 'expenses', 'other']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'other']
	Accuracy: 0.80618	Precision: 0.38851	Recall: 0.11500	F1: 0.17747	F2: 0.13385
	Total predictions: 11000	True positives:  230	False positives:  362	False negatives: 1770	True negatives: 8638

['poi', 'salary_bonus', 'expenses', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'director_fees']
	Accuracy: 0.30533	Precision: 0.19350	Recall: 1.00000	F1: 0.32425	F2: 0.54538
	Total predictions: 12000	True positives: 2000	False positives: 8336	False negatives:    0	True negatives: 1664

['poi', 'salary_bonus', 'expenses', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'resto_dirfees']
	Accuracy: 0.21864	Precision: 0.18877	Recall: 1.00000	F1: 0.31759	F2: 0.53778
	Total predictions: 11000	True positives: 2000	False positives: 8595	False negatives:    0	True negatives:  405

['poi', 'salary_bonus', 'expenses', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'bonus']
	Accuracy: 0.81573	Precision: 0.48604	Recall: 0.23500	F1: 0.31682	F2: 0.26207
	Total predictions: 11000	True positives:  470	False positives:  497	False negatives: 1530	True negatives: 8503

['poi', 'salary_bonus', 'expenses', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'total_stock_value']
	Accuracy: 0.85757	Precision: 0.50248	Recall: 0.30400	F1: 0.37882	F2: 0.33008
	Total predictions: 14000	True positives:  608	False positives:  602	False negatives: 1392	True negatives: 11398

['poi', 'salary_bonus', 'expenses', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'from_poi_to_this_person']
	Accuracy: 0.82708	Precision: 0.46261	Recall: 0.23200	F1: 0.30902	F2: 0.25769
	Total predictions: 12000	True positives:  464	False positives:  539	False negatives: 1536	True negatives: 9461

['poi', 'salary_bonus', 'expenses', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'from_this_person_to_poi']
	Accuracy: 0.81900	Precision: 0.40337	Recall: 0.17950	F1: 0.24844	F2: 0.20191
	Total predictions: 12000	True positives:  359	False positives:  531	False negatives: 1641	True negatives: 9469

['poi', 'salary_bonus', 'expenses', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'restricted_stock']
	Accuracy: 0.82208	Precision: 0.34047	Recall: 0.16700	F1: 0.22409	F2: 0.18595
	Total predictions: 13000	True positives:  334	False positives:  647	False negatives: 1666	True negatives: 10353

['poi', 'salary_bonus', 'expenses', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'salary']
	Accuracy: 0.80391	Precision: 0.40732	Recall: 0.17250	F1: 0.24236	F2: 0.19498
	Total predictions: 11000	True positives:  345	False positives:  502	False negatives: 1655	True negatives: 8498

['poi', 'salary_bonus', 'expenses', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'total_payments']
	Accuracy: 0.83046	Precision: 0.35950	Recall: 0.13050	F1: 0.19149	F2: 0.14955
	Total predictions: 13000	True positives:  261	False positives:  465	False negatives: 1739	True negatives: 10535

['poi', 'salary_bonus', 'expenses', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'exercised_stock_options']
	Accuracy: 0.85471	Precision: 0.48569	Recall: 0.28850	F1: 0.36198	F2: 0.31400
	Total predictions: 14000	True positives:  577	False positives:  611	False negatives: 1423	True negatives: 11389

['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive']
	Accuracy: 0.84036	Precision: 0.59698	Recall: 0.37550	F1: 0.46102	F2: 0.40560
	Total predictions: 11000	True positives:  751	False positives:  507	False negatives: 1249	True negatives: 8493

['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred']
	Accuracy: 0.34491	Precision: 0.21725	Recall: 1.00000	F1: 0.35695	F2: 0.58119
	Total predictions: 11000	True positives: 2000	False positives: 7206	False negatives:    0	True negatives: 1794

['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi']
	Accuracy: 0.84067	Precision: 0.53421	Recall: 0.34350	F1: 0.41814	F2: 0.36991
	Total predictions: 12000	True positives:  687	False positives:  599	False negatives: 1313	True negatives: 9401

['poi', 'salary_bonus', 'deferred_income', 'from_messages']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'from_messages']
	Accuracy: 0.85667	Precision: 0.61111	Recall: 0.38500	F1: 0.47239	F2: 0.41577
	Total predictions: 12000	True positives:  770	False positives:  490	False negatives: 1230	True negatives: 9510

['poi', 'salary_bonus', 'deferred_income', 'other']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'other']
	Accuracy: 0.82282	Precision: 0.52996	Recall: 0.22550	F1: 0.31638	F2: 0.25477
	Total predictions: 11000	True positives:  451	False positives:  400	False negatives: 1549	True negatives: 8600

['poi', 'salary_bonus', 'deferred_income', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'director_fees']
	Accuracy: 0.35000	Precision: 0.23529	Recall: 1.00000	F1: 0.38095	F2: 0.60606
	Total predictions: 10000	True positives: 2000	False positives: 6500	False negatives:    0	True negatives: 1500

['poi', 'salary_bonus', 'deferred_income', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'resto_dirfees']
	Accuracy: 0.23870	Precision: 0.20805	Recall: 1.00000	F1: 0.34444	F2: 0.56776
	Total predictions: 10000	True positives: 2000	False positives: 7613	False negatives:    0	True negatives:  387

['poi', 'salary_bonus', 'deferred_income', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'bonus']
	Accuracy: 0.81510	Precision: 0.56492	Recall: 0.32850	F1: 0.41543	F2: 0.35851
	Total predictions: 10000	True positives:  657	False positives:  506	False negatives: 1343	True negatives: 7494

['poi', 'salary_bonus', 'deferred_income', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'total_stock_value']
	Accuracy: 0.85821	Precision: 0.50538	Recall: 0.35250	F1: 0.41532	F2: 0.37520
	Total predictions: 14000	True positives:  705	False positives:  690	False negatives: 1295	True negatives: 11310

['poi', 'salary_bonus', 'deferred_income', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'from_poi_to_this_person']
	Accuracy: 0.85608	Precision: 0.62398	Recall: 0.34350	F1: 0.44308	F2: 0.37743
	Total predictions: 12000	True positives:  687	False positives:  414	False negatives: 1313	True negatives: 9586

['poi', 'salary_bonus', 'deferred_income', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'from_this_person_to_poi']
	Accuracy: 0.82845	Precision: 0.54909	Recall: 0.31600	F1: 0.40114	F2: 0.34532
	Total predictions: 11000	True positives:  632	False positives:  519	False negatives: 1368	True negatives: 8481

['poi', 'salary_bonus', 'deferred_income', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'restricted_stock']
	Accuracy: 0.84738	Precision: 0.50608	Recall: 0.33300	F1: 0.40169	F2: 0.35745
	Total predictions: 13000	True positives:  666	False positives:  650	False negatives: 1334	True negatives: 10350

['poi', 'salary_bonus', 'deferred_income', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'salary']
	Accuracy: 0.83164	Precision: 0.57298	Recall: 0.29050	F1: 0.38553	F2: 0.32228
	Total predictions: 11000	True positives:  581	False positives:  433	False negatives: 1419	True negatives: 8567

['poi', 'salary_bonus', 'deferred_income', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'total_payments']
	Accuracy: 0.84438	Precision: 0.48619	Recall: 0.20250	F1: 0.28592	F2: 0.22925
	Total predictions: 13000	True positives:  405	False positives:  428	False negatives: 1595	True negatives: 10572

['poi', 'salary_bonus', 'deferred_income', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'exercised_stock_options']
	Accuracy: 0.86000	Precision: 0.51524	Recall: 0.33800	F1: 0.40821	F2: 0.36297
	Total predictions: 14000	True positives:  676	False positives:  636	False negatives: 1324	True negatives: 11364

['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred']
	Accuracy: 0.36320	Precision: 0.23901	Recall: 1.00000	F1: 0.38580	F2: 0.61095
	Total predictions: 10000	True positives: 2000	False positives: 6368	False negatives:    0	True negatives: 1632

['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi']
	Accuracy: 0.79527	Precision: 0.38608	Recall: 0.21350	F1: 0.27495	F2: 0.23446
	Total predictions: 11000	True positives:  427	False positives:  679	False negatives: 1573	True negatives: 8321

['poi', 'salary_bonus', 'long_term_incentive', 'from_messages']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'from_messages']
	Accuracy: 0.79882	Precision: 0.40202	Recall: 0.21850	F1: 0.28312	F2: 0.24045
	Total predictions: 11000	True positives:  437	False positives:  650	False negatives: 1563	True negatives: 8350

['poi', 'salary_bonus', 'long_term_incentive', 'other']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'other']
	Accuracy: 0.77230	Precision: 0.31309	Recall: 0.11600	F1: 0.16928	F2: 0.13271
	Total predictions: 10000	True positives:  232	False positives:  509	False negatives: 1768	True negatives: 7491

['poi', 'salary_bonus', 'long_term_incentive', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'director_fees']
	Accuracy: 0.32518	Precision: 0.21225	Recall: 1.00000	F1: 0.35017	F2: 0.57395
	Total predictions: 11000	True positives: 2000	False positives: 7423	False negatives:    0	True negatives: 1577

['poi', 'salary_bonus', 'long_term_incentive', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'resto_dirfees']
	Accuracy: 0.24480	Precision: 0.20932	Recall: 0.99950	F1: 0.34615	F2: 0.56952
	Total predictions: 10000	True positives: 1999	False positives: 7551	False negatives:    1	True negatives:  449

['poi', 'salary_bonus', 'long_term_incentive', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'bonus']
	Accuracy: 0.78011	Precision: 0.51001	Recall: 0.26750	F1: 0.35093	F2: 0.29561
	Total predictions: 9000	True positives:  535	False positives:  514	False negatives: 1465	True negatives: 6486

['poi', 'salary_bonus', 'long_term_incentive', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'total_stock_value']
	Accuracy: 0.83400	Precision: 0.44476	Recall: 0.31800	F1: 0.37085	F2: 0.33722
	Total predictions: 13000	True positives:  636	False positives:  794	False negatives: 1364	True negatives: 10206

['poi', 'salary_bonus', 'long_term_incentive', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'from_poi_to_this_person']
	Accuracy: 0.81091	Precision: 0.46078	Recall: 0.23500	F1: 0.31126	F2: 0.26053
	Total predictions: 11000	True positives:  470	False positives:  550	False negatives: 1530	True negatives: 8450

['poi', 'salary_bonus', 'long_term_incentive', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'from_this_person_to_poi']
	Accuracy: 0.79645	Precision: 0.38499	Recall: 0.20000	F1: 0.26324	F2: 0.22126
	Total predictions: 11000	True positives:  400	False positives:  639	False negatives: 1600	True negatives: 8361

['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock']
	Accuracy: 0.81067	Precision: 0.37857	Recall: 0.21200	F1: 0.27179	F2: 0.23246
	Total predictions: 12000	True positives:  424	False positives:  696	False negatives: 1576	True negatives: 9304

['poi', 'salary_bonus', 'long_term_incentive', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'salary']
	Accuracy: 0.77430	Precision: 0.37488	Recall: 0.19250	F1: 0.25438	F2: 0.21325
	Total predictions: 10000	True positives:  385	False positives:  642	False negatives: 1615	True negatives: 7358

['poi', 'salary_bonus', 'long_term_incentive', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'total_payments']
	Accuracy: 0.82362	Precision: 0.32455	Recall: 0.13550	F1: 0.19118	F2: 0.15337
	Total predictions: 13000	True positives:  271	False positives:  564	False negatives: 1729	True negatives: 10436

['poi', 'salary_bonus', 'long_term_incentive', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'exercised_stock_options']
	Accuracy: 0.83938	Precision: 0.46626	Recall: 0.30400	F1: 0.36804	F2: 0.32674
	Total predictions: 13000	True positives:  608	False positives:  696	False negatives: 1392	True negatives: 10304

['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi']
	Accuracy: 0.31242	Precision: 0.19510	Recall: 1.00000	F1: 0.32650	F2: 0.54792
	Total predictions: 12000	True positives: 2000	False positives: 8251	False negatives:    0	True negatives: 1749

['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages']
	Accuracy: 0.33283	Precision: 0.19269	Recall: 0.94150	F1: 0.31991	F2: 0.52977
	Total predictions: 12000	True positives: 1883	False positives: 7889	False negatives:  117	True negatives: 2111

['poi', 'salary_bonus', 'restricted_stock_deferred', 'other']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'other']
	Accuracy: 0.34009	Precision: 0.20806	Recall: 0.93700	F1: 0.34051	F2: 0.55095
	Total predictions: 11000	True positives: 1874	False positives: 7133	False negatives:  126	True negatives: 1867

['poi', 'salary_bonus', 'restricted_stock_deferred', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'director_fees']
	Accuracy: 0.45927	Precision: 0.25164	Recall: 1.00000	F1: 0.40209	F2: 0.62704
	Total predictions: 11000	True positives: 2000	False positives: 5948	False negatives:    0	True negatives: 3052

['poi', 'salary_bonus', 'restricted_stock_deferred', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'resto_dirfees']
	Accuracy: 0.40344	Precision: 0.27141	Recall: 1.00000	F1: 0.42694	F2: 0.65066
	Total predictions: 9000	True positives: 2000	False positives: 5369	False negatives:    0	True negatives: 1631

['poi', 'salary_bonus', 'restricted_stock_deferred', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'bonus']
	Accuracy: 0.40344	Precision: 0.27141	Recall: 1.00000	F1: 0.42694	F2: 0.65066
	Total predictions: 9000	True positives: 2000	False positives: 5369	False negatives:    0	True negatives: 1631

['poi', 'salary_bonus', 'restricted_stock_deferred', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'total_stock_value']
	Accuracy: 0.28662	Precision: 0.17740	Recall: 1.00000	F1: 0.30134	F2: 0.51883
	Total predictions: 13000	True positives: 2000	False positives: 9274	False negatives:    0	True negatives: 1726

['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_poi_to_this_person']
	Accuracy: 0.33718	Precision: 0.21526	Recall: 1.00000	F1: 0.35426	F2: 0.57834
	Total predictions: 11000	True positives: 2000	False positives: 7291	False negatives:    0	True negatives: 1709

['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_this_person_to_poi']
	Accuracy: 0.33455	Precision: 0.20627	Recall: 0.93400	F1: 0.33792	F2: 0.54761
	Total predictions: 11000	True positives: 1868	False positives: 7188	False negatives:  132	True negatives: 1812

['poi', 'salary_bonus', 'restricted_stock_deferred', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'restricted_stock']
	Accuracy: 0.31667	Precision: 0.19560	Recall: 0.99600	F1: 0.32699	F2: 0.54773
	Total predictions: 12000	True positives: 1992	False positives: 8192	False negatives:    8	True negatives: 1808

['poi', 'salary_bonus', 'restricted_stock_deferred', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'salary']
	Accuracy: 0.34709	Precision: 0.21732	Recall: 0.99600	F1: 0.35680	F2: 0.58022
	Total predictions: 11000	True positives: 1992	False positives: 7174	False negatives:    8	True negatives: 1826

['poi', 'salary_bonus', 'restricted_stock_deferred', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'total_payments']
	Accuracy: 0.27723	Precision: 0.17035	Recall: 0.95550	F1: 0.28915	F2: 0.49719
	Total predictions: 13000	True positives: 1911	False positives: 9307	False negatives:   89	True negatives: 1693

['poi', 'salary_bonus', 'restricted_stock_deferred', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'exercised_stock_options']
	Accuracy: 0.28800	Precision: 0.17768	Recall: 1.00000	F1: 0.30175	F2: 0.51932
	Total predictions: 13000	True positives: 2000	False positives: 9256	False negatives:    0	True negatives: 1744

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages']
	Accuracy: 0.78255	Precision: 0.32562	Recall: 0.18300	F1: 0.23431	F2: 0.20057
	Total predictions: 11000	True positives:  366	False positives:  758	False negatives: 1634	True negatives: 8242

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'other']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'other']
	Accuracy: 0.79175	Precision: 0.21808	Recall: 0.09650	F1: 0.13380	F2: 0.10861
	Total predictions: 12000	True positives:  193	False positives:  692	False negatives: 1807	True negatives: 9308

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'director_fees']
	Accuracy: 0.29408	Precision: 0.19100	Recall: 1.00000	F1: 0.32074	F2: 0.54139
	Total predictions: 12000	True positives: 2000	False positives: 8471	False negatives:    0	True negatives: 1529

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'resto_dirfees']
	Accuracy: 0.21800	Precision: 0.18864	Recall: 1.00000	F1: 0.31741	F2: 0.53758
	Total predictions: 11000	True positives: 2000	False positives: 8602	False negatives:    0	True negatives:  398

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'bonus']
	Accuracy: 0.80145	Precision: 0.42190	Recall: 0.24850	F1: 0.31278	F2: 0.27076
	Total predictions: 11000	True positives:  497	False positives:  681	False negatives: 1503	True negatives: 8319

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'total_stock_value']
	Accuracy: 0.83664	Precision: 0.39772	Recall: 0.27900	F1: 0.32795	F2: 0.29671
	Total predictions: 14000	True positives:  558	False positives:  845	False negatives: 1442	True negatives: 11155

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_poi_to_this_person']
	Accuracy: 0.79527	Precision: 0.37010	Recall: 0.17950	F1: 0.24175	F2: 0.20011
	Total predictions: 11000	True positives:  359	False positives:  611	False negatives: 1641	True negatives: 8389

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_this_person_to_poi']
	Accuracy: 0.78291	Precision: 0.29917	Recall: 0.14450	F1: 0.19488	F2: 0.16116
	Total predictions: 11000	True positives:  289	False positives:  677	False negatives: 1711	True negatives: 8323

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'restricted_stock']
	Accuracy: 0.79075	Precision: 0.28292	Recall: 0.16650	F1: 0.20963	F2: 0.18143
	Total predictions: 12000	True positives:  333	False positives:  844	False negatives: 1667	True negatives: 9156

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'salary']
	Accuracy: 0.80217	Precision: 0.31375	Recall: 0.15750	F1: 0.20972	F2: 0.17492
	Total predictions: 12000	True positives:  315	False positives:  689	False negatives: 1685	True negatives: 9311

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'total_payments']
	Accuracy: 0.82550	Precision: 0.26106	Recall: 0.12100	F1: 0.16536	F2: 0.13554
	Total predictions: 14000	True positives:  242	False positives:  685	False negatives: 1758	True negatives: 11315

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'exercised_stock_options']
	Accuracy: 0.82723	Precision: 0.40875	Recall: 0.27550	F1: 0.32915	F2: 0.29472
	Total predictions: 13000	True positives:  551	False positives:  797	False negatives: 1449	True negatives: 10203

['poi', 'salary_bonus', 'from_messages', 'other']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'other']
	Accuracy: 0.80258	Precision: 0.28817	Recall: 0.12550	F1: 0.17485	F2: 0.14147
	Total predictions: 12000	True positives:  251	False positives:  620	False negatives: 1749	True negatives: 9380

['poi', 'salary_bonus', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'director_fees']
	Accuracy: 0.31608	Precision: 0.18762	Recall: 0.93200	F1: 0.31236	F2: 0.51965
	Total predictions: 12000	True positives: 1864	False positives: 8071	False negatives:  136	True negatives: 1929

['poi', 'salary_bonus', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'resto_dirfees']
	Accuracy: 0.24536	Precision: 0.18611	Recall: 0.93400	F1: 0.31038	F2: 0.51782
	Total predictions: 11000	True positives: 1868	False positives: 8169	False negatives:  132	True negatives:  831

['poi', 'salary_bonus', 'from_messages', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'bonus']
	Accuracy: 0.79055	Precision: 0.35874	Recall: 0.19300	F1: 0.25098	F2: 0.21265
	Total predictions: 11000	True positives:  386	False positives:  690	False negatives: 1614	True negatives: 8310

['poi', 'salary_bonus', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'total_stock_value']
	Accuracy: 0.85721	Precision: 0.50040	Recall: 0.31300	F1: 0.38511	F2: 0.33834
	Total predictions: 14000	True positives:  626	False positives:  625	False negatives: 1374	True negatives: 11375

['poi', 'salary_bonus', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.79545	Precision: 0.38636	Recall: 0.21250	F1: 0.27419	F2: 0.23352
	Total predictions: 11000	True positives:  425	False positives:  675	False negatives: 1575	True negatives: 8325

['poi', 'salary_bonus', 'from_messages', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'from_this_person_to_poi']
	Accuracy: 0.76391	Precision: 0.30323	Recall: 0.23000	F1: 0.26159	F2: 0.24167
	Total predictions: 11000	True positives:  460	False positives: 1057	False negatives: 1540	True negatives: 7943

['poi', 'salary_bonus', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'restricted_stock']
	Accuracy: 0.81017	Precision: 0.35903	Recall: 0.17700	F1: 0.23711	F2: 0.19697
	Total predictions: 12000	True positives:  354	False positives:  632	False negatives: 1646	True negatives: 9368

['poi', 'salary_bonus', 'from_messages', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'salary']
	Accuracy: 0.81700	Precision: 0.39135	Recall: 0.17650	F1: 0.24328	F2: 0.19827
	Total predictions: 12000	True positives:  353	False positives:  549	False negatives: 1647	True negatives: 9451

['poi', 'salary_bonus', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'total_payments']
	Accuracy: 0.83914	Precision: 0.31844	Recall: 0.11050	F1: 0.16407	F2: 0.12710
	Total predictions: 14000	True positives:  221	False positives:  473	False negatives: 1779	True negatives: 11527

['poi', 'salary_bonus', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.84808	Precision: 0.50993	Recall: 0.32100	F1: 0.39399	F2: 0.34669
	Total predictions: 13000	True positives:  642	False positives:  617	False negatives: 1358	True negatives: 10383

['poi', 'salary_bonus', 'other', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'other', 'director_fees']
	Accuracy: 0.31745	Precision: 0.20098	Recall: 0.92550	F1: 0.33024	F2: 0.53777
	Total predictions: 11000	True positives: 1851	False positives: 7359	False negatives:  149	True negatives: 1641

['poi', 'salary_bonus', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'other', 'resto_dirfees']
	Accuracy: 0.23320	Precision: 0.19992	Recall: 0.94400	F1: 0.32995	F2: 0.54116
	Total predictions: 10000	True positives: 1888	False positives: 7556	False negatives:  112	True negatives:  444

['poi', 'salary_bonus', 'other', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'other', 'bonus']
	Accuracy: 0.77660	Precision: 0.34400	Recall: 0.12900	F1: 0.18764	F2: 0.14743
	Total predictions: 10000	True positives:  258	False positives:  492	False negatives: 1742	True negatives: 7508

['poi', 'salary_bonus', 'other', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'other', 'total_stock_value']
	Accuracy: 0.84500	Precision: 0.42216	Recall: 0.23050	F1: 0.29819	F2: 0.25352
	Total predictions: 14000	True positives:  461	False positives:  631	False negatives: 1539	True negatives: 11369

['poi', 'salary_bonus', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'other', 'from_poi_to_this_person']
	Accuracy: 0.80127	Precision: 0.36036	Recall: 0.12000	F1: 0.18005	F2: 0.13847
	Total predictions: 11000	True positives:  240	False positives:  426	False negatives: 1760	True negatives: 8574

['poi', 'salary_bonus', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'other', 'from_this_person_to_poi']
	Accuracy: 0.78882	Precision: 0.30281	Recall: 0.12400	F1: 0.17595	F2: 0.14061
	Total predictions: 11000	True positives:  248	False positives:  571	False negatives: 1752	True negatives: 8429

['poi', 'salary_bonus', 'other', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'other', 'restricted_stock']
	Accuracy: 0.79792	Precision: 0.25989	Recall: 0.11500	F1: 0.15945	F2: 0.12943
	Total predictions: 12000	True positives:  230	False positives:  655	False negatives: 1770	True negatives: 9345

['poi', 'salary_bonus', 'other', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'other', 'salary']
	Accuracy: 0.78660	Precision: 0.38368	Recall: 0.11050	F1: 0.17158	F2: 0.12885
	Total predictions: 10000	True positives:  221	False positives:  355	False negatives: 1779	True negatives: 7645

['poi', 'salary_bonus', 'other', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'other', 'total_payments']
	Accuracy: 0.82538	Precision: 0.32095	Recall: 0.12100	F1: 0.17574	F2: 0.13822
	Total predictions: 13000	True positives:  242	False positives:  512	False negatives: 1758	True negatives: 10488

['poi', 'salary_bonus', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'other', 'exercised_stock_options']
	Accuracy: 0.84392	Precision: 0.48394	Recall: 0.21850	F1: 0.30107	F2: 0.24542
	Total predictions: 13000	True positives:  437	False positives:  466	False negatives: 1563	True negatives: 10534

['poi', 'salary_bonus', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'resto_dirfees']
	Accuracy: 0.35580	Precision: 0.23691	Recall: 1.00000	F1: 0.38307	F2: 0.60820
	Total predictions: 10000	True positives: 2000	False positives: 6442	False negatives:    0	True negatives: 1558

['poi', 'salary_bonus', 'director_fees', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'bonus']
	Accuracy: 0.35580	Precision: 0.23691	Recall: 1.00000	F1: 0.38307	F2: 0.60820
	Total predictions: 10000	True positives: 2000	False positives: 6442	False negatives:    0	True negatives: 1558

['poi', 'salary_bonus', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'total_stock_value']
	Accuracy: 0.26043	Precision: 0.16189	Recall: 1.00000	F1: 0.27867	F2: 0.49130
	Total predictions: 14000	True positives: 2000	False positives: 10354	False negatives:    0	True negatives: 1646

['poi', 'salary_bonus', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.30083	Precision: 0.19249	Recall: 1.00000	F1: 0.32284	F2: 0.54377
	Total predictions: 12000	True positives: 2000	False positives: 8390	False negatives:    0	True negatives: 1610

['poi', 'salary_bonus', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.31091	Precision: 0.20090	Recall: 0.93700	F1: 0.33086	F2: 0.54074
	Total predictions: 11000	True positives: 1874	False positives: 7454	False negatives:  126	True negatives: 1546

['poi', 'salary_bonus', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'restricted_stock']
	Accuracy: 0.28008	Precision: 0.17539	Recall: 0.99400	F1: 0.29816	F2: 0.51409
	Total predictions: 13000	True positives: 1988	False positives: 9347	False negatives:   12	True negatives: 1653

['poi', 'salary_bonus', 'director_fees', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'salary']
	Accuracy: 0.32409	Precision: 0.21112	Recall: 0.99300	F1: 0.34821	F2: 0.57046
	Total predictions: 11000	True positives: 1986	False positives: 7421	False negatives:   14	True negatives: 1579

['poi', 'salary_bonus', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'total_payments']
	Accuracy: 0.61731	Precision: 0.22601	Recall: 0.61350	F1: 0.33033	F2: 0.45685
	Total predictions: 13000	True positives: 1227	False positives: 4202	False negatives:  773	True negatives: 6798

['poi', 'salary_bonus', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.26086	Precision: 0.16197	Recall: 1.00000	F1: 0.27878	F2: 0.49145
	Total predictions: 14000	True positives: 2000	False positives: 10348	False negatives:    0	True negatives: 1652

['poi', 'salary_bonus', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'bonus']
	Accuracy: 0.27044	Precision: 0.23348	Recall: 1.00000	F1: 0.37857	F2: 0.60365
	Total predictions: 9000	True positives: 2000	False positives: 6566	False negatives:    0	True negatives:  434

['poi', 'salary_bonus', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.22969	Precision: 0.16151	Recall: 0.95600	F1: 0.27634	F2: 0.48190
	Total predictions: 13000	True positives: 1912	False positives: 9926	False negatives:   88	True negatives: 1074

['poi', 'salary_bonus', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.21973	Precision: 0.18898	Recall: 1.00000	F1: 0.31789	F2: 0.53813
	Total predictions: 11000	True positives: 2000	False positives: 8583	False negatives:    0	True negatives:  417

['poi', 'salary_bonus', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.22920	Precision: 0.19780	Recall: 0.93400	F1: 0.32646	F2: 0.53543
	Total predictions: 10000	True positives: 1868	False positives: 7576	False negatives:  132	True negatives:  424

['poi', 'salary_bonus', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.20192	Precision: 0.17219	Recall: 0.99500	F1: 0.29358	F2: 0.50877
	Total predictions: 12000	True positives: 1990	False positives: 9567	False negatives:   10	True negatives:  433

['poi', 'salary_bonus', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'salary']
	Accuracy: 0.23520	Precision: 0.20577	Recall: 0.98750	F1: 0.34058	F2: 0.56114
	Total predictions: 10000	True positives: 1975	False positives: 7623	False negatives:   25	True negatives:  377

['poi', 'salary_bonus', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'total_payments']
	Accuracy: 0.22438	Precision: 0.15066	Recall: 0.87150	F1: 0.25691	F2: 0.44535
	Total predictions: 13000	True positives: 1743	False positives: 9826	False negatives:  257	True negatives: 1174

['poi', 'salary_bonus', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.22546	Precision: 0.16258	Recall: 0.97200	F1: 0.27857	F2: 0.48705
	Total predictions: 13000	True positives: 1944	False positives: 10013	False negatives:   56	True negatives:  987

['poi', 'salary_bonus', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'bonus', 'total_stock_value']
	Accuracy: 0.84008	Precision: 0.47274	Recall: 0.34250	F1: 0.39722	F2: 0.36247
	Total predictions: 13000	True positives:  685	False positives:  764	False negatives: 1315	True negatives: 10236

['poi', 'salary_bonus', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.80230	Precision: 0.51220	Recall: 0.24150	F1: 0.32824	F2: 0.27004
	Total predictions: 10000	True positives:  483	False positives:  460	False negatives: 1517	True negatives: 7540

['poi', 'salary_bonus', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.77410	Precision: 0.37390	Recall: 0.19200	F1: 0.25372	F2: 0.21270
	Total predictions: 10000	True positives:  384	False positives:  643	False negatives: 1616	True negatives: 7357

['poi', 'salary_bonus', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'bonus', 'restricted_stock']
	Accuracy: 0.80942	Precision: 0.37849	Recall: 0.22350	F1: 0.28104	F2: 0.24344
	Total predictions: 12000	True positives:  447	False positives:  734	False negatives: 1553	True negatives: 9266

['poi', 'salary_bonus', 'bonus', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'bonus', 'salary']
	Accuracy: 0.78010	Precision: 0.39939	Recall: 0.19750	F1: 0.26430	F2: 0.21971
	Total predictions: 10000	True positives:  395	False positives:  594	False negatives: 1605	True negatives: 7406

['poi', 'salary_bonus', 'bonus', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'bonus', 'total_payments']
	Accuracy: 0.82015	Precision: 0.32396	Recall: 0.15550	F1: 0.21014	F2: 0.17355
	Total predictions: 13000	True positives:  311	False positives:  649	False negatives: 1689	True negatives: 10351

['poi', 'salary_bonus', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'bonus', 'exercised_stock_options']
	Accuracy: 0.83908	Precision: 0.46326	Recall: 0.29000	F1: 0.35670	F2: 0.31345
	Total predictions: 13000	True positives:  580	False positives:  672	False negatives: 1420	True negatives: 10328

['poi', 'salary_bonus', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.84815	Precision: 0.51094	Recall: 0.30350	F1: 0.38080	F2: 0.33032
	Total predictions: 13000	True positives:  607	False positives:  581	False negatives: 1393	True negatives: 10419

['poi', 'salary_bonus', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.84746	Precision: 0.50766	Recall: 0.28150	F1: 0.36217	F2: 0.30904
	Total predictions: 13000	True positives:  563	False positives:  546	False negatives: 1437	True negatives: 10454

['poi', 'salary_bonus', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.84523	Precision: 0.49489	Recall: 0.29050	F1: 0.36610	F2: 0.31666
	Total predictions: 13000	True positives:  581	False positives:  593	False negatives: 1419	True negatives: 10407

['poi', 'salary_bonus', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'total_stock_value', 'salary']
	Accuracy: 0.84154	Precision: 0.47627	Recall: 0.30100	F1: 0.36887	F2: 0.32491
	Total predictions: 13000	True positives:  602	False positives:  662	False negatives: 1398	True negatives: 10338

['poi', 'salary_bonus', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'total_stock_value', 'total_payments']
	Accuracy: 0.85353	Precision: 0.41150	Recall: 0.22900	F1: 0.29425	F2: 0.25129
	Total predictions: 15000	True positives:  458	False positives:  655	False negatives: 1542	True negatives: 12345

['poi', 'salary_bonus', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.84885	Precision: 0.51286	Recall: 0.34900	F1: 0.41535	F2: 0.37282
	Total predictions: 13000	True positives:  698	False positives:  663	False negatives: 1302	True negatives: 10337

['poi', 'salary_bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.78300	Precision: 0.40000	Recall: 0.17000	F1: 0.23860	F2: 0.19209
	Total predictions: 10000	True positives:  340	False positives:  510	False negatives: 1660	True negatives: 7490

['poi', 'salary_bonus', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.80967	Precision: 0.36160	Recall: 0.18550	F1: 0.24521	F2: 0.20552
	Total predictions: 12000	True positives:  371	False positives:  655	False negatives: 1629	True negatives: 9345

['poi', 'salary_bonus', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.80127	Precision: 0.39456	Recall: 0.17400	F1: 0.24150	F2: 0.19590
	Total predictions: 11000	True positives:  348	False positives:  534	False negatives: 1652	True negatives: 8466

['poi', 'salary_bonus', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.83154	Precision: 0.35863	Recall: 0.12050	F1: 0.18039	F2: 0.13895
	Total predictions: 13000	True positives:  241	False positives:  431	False negatives: 1759	True negatives: 10569

['poi', 'salary_bonus', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.84300	Precision: 0.48240	Recall: 0.28100	F1: 0.35513	F2: 0.30660
	Total predictions: 13000	True positives:  562	False positives:  603	False negatives: 1438	True negatives: 10397

['poi', 'salary_bonus', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.80483	Precision: 0.33462	Recall: 0.17300	F1: 0.22808	F2: 0.19150
	Total predictions: 12000	True positives:  346	False positives:  688	False negatives: 1654	True negatives: 9312

['poi', 'salary_bonus', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.78900	Precision: 0.34062	Recall: 0.17150	F1: 0.22813	F2: 0.19041
	Total predictions: 11000	True positives:  343	False positives:  664	False negatives: 1657	True negatives: 8336

['poi', 'salary_bonus', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.83262	Precision: 0.37283	Recall: 0.12900	F1: 0.19168	F2: 0.14841
	Total predictions: 13000	True positives:  258	False positives:  434	False negatives: 1742	True negatives: 10566

['poi', 'salary_bonus', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.84600	Precision: 0.49910	Recall: 0.27600	F1: 0.35544	F2: 0.30310
	Total predictions: 13000	True positives:  552	False positives:  554	False negatives: 1448	True negatives: 10446

['poi', 'salary_bonus', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock', 'salary']
	Accuracy: 0.81025	Precision: 0.36408	Recall: 0.18550	F1: 0.24578	F2: 0.20568
	Total predictions: 12000	True positives:  371	False positives:  648	False negatives: 1629	True negatives: 9352

['poi', 'salary_bonus', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock', 'total_payments']
	Accuracy: 0.82921	Precision: 0.28680	Recall: 0.13150	F1: 0.18032	F2: 0.14747
	Total predictions: 14000	True positives:  263	False positives:  654	False negatives: 1737	True negatives: 11346

['poi', 'salary_bonus', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84223	Precision: 0.47915	Recall: 0.29300	F1: 0.36364	F2: 0.31768
	Total predictions: 13000	True positives:  586	False positives:  637	False negatives: 1414	True negatives: 10363

['poi', 'salary_bonus', 'salary', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'salary', 'total_payments']
	Accuracy: 0.82992	Precision: 0.35528	Recall: 0.12950	F1: 0.18981	F2: 0.14836
	Total predictions: 13000	True positives:  259	False positives:  470	False negatives: 1741	True negatives: 10530

['poi', 'salary_bonus', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'salary', 'exercised_stock_options']
	Accuracy: 0.84323	Precision: 0.48502	Recall: 0.30750	F1: 0.37638	F2: 0.33179
	Total predictions: 13000	True positives:  615	False positives:  653	False negatives: 1385	True negatives: 10347

['poi', 'salary_bonus', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85429	Precision: 0.47947	Recall: 0.23350	F1: 0.31406	F2: 0.26020
	Total predictions: 14000	True positives:  467	False positives:  507	False negatives: 1533	True negatives: 11493

['poi', 'deferral_payments', 'expenses', 'deferred_income']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'deferred_income']
	Accuracy: 0.81258	Precision: 0.37758	Recall: 0.19200	F1: 0.25456	F2: 0.21293
	Total predictions: 12000	True positives:  384	False positives:  633	False negatives: 1616	True negatives: 9367

['poi', 'deferral_payments', 'expenses', 'long_term_incentive']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'long_term_incentive']
	Accuracy: 0.80358	Precision: 0.35523	Recall: 0.21900	F1: 0.27096	F2: 0.23719
	Total predictions: 12000	True positives:  438	False positives:  795	False negatives: 1562	True negatives: 9205

['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred']
	Accuracy: 0.33242	Precision: 0.19209	Recall: 0.93750	F1: 0.31885	F2: 0.52784
	Total predictions: 12000	True positives: 1875	False positives: 7886	False negatives:  125	True negatives: 2114

['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi']
	Accuracy: 0.75946	Precision: 0.09196	Recall: 0.06350	F1: 0.07513	F2: 0.06769
	Total predictions: 13000	True positives:  127	False positives: 1254	False negatives: 1873	True negatives: 9746

['poi', 'deferral_payments', 'expenses', 'from_messages']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'from_messages']
	Accuracy: 0.68062	Precision: 0.10873	Recall: 0.14950	F1: 0.12589	F2: 0.13907
	Total predictions: 13000	True positives:  299	False positives: 2451	False negatives: 1701	True negatives: 8549

['poi', 'deferral_payments', 'expenses', 'other']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'other']
	Accuracy: 0.78775	Precision: 0.07199	Recall: 0.02300	F1: 0.03486	F2: 0.02662
	Total predictions: 12000	True positives:   46	False positives:  593	False negatives: 1954	True negatives: 9407

['poi', 'deferral_payments', 'expenses', 'director_fees']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'director_fees']
	Accuracy: 0.33242	Precision: 0.19241	Recall: 0.94000	F1: 0.31943	F2: 0.52895
	Total predictions: 12000	True positives: 1880	False positives: 7891	False negatives:  120	True negatives: 2109

['poi', 'deferral_payments', 'expenses', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'resto_dirfees']
	Accuracy: 0.23575	Precision: 0.17247	Recall: 0.94400	F1: 0.29165	F2: 0.49823
	Total predictions: 12000	True positives: 1888	False positives: 9059	False negatives:  112	True negatives:  941

['poi', 'deferral_payments', 'expenses', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'bonus']
	Accuracy: 0.80042	Precision: 0.34137	Recall: 0.21250	F1: 0.26194	F2: 0.22985
	Total predictions: 12000	True positives:  425	False positives:  820	False negatives: 1575	True negatives: 9180

['poi', 'deferral_payments', 'expenses', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'total_stock_value']
	Accuracy: 0.87379	Precision: 0.63046	Recall: 0.28150	F1: 0.38922	F2: 0.31654
	Total predictions: 14000	True positives:  563	False positives:  330	False negatives: 1437	True negatives: 11670

['poi', 'deferral_payments', 'expenses', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'from_poi_to_this_person']
	Accuracy: 0.78354	Precision: 0.11164	Recall: 0.05850	F1: 0.07677	F2: 0.06466
	Total predictions: 13000	True positives:  117	False positives:  931	False negatives: 1883	True negatives: 10069

['poi', 'deferral_payments', 'expenses', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'from_this_person_to_poi']
	Accuracy: 0.77662	Precision: 0.05159	Recall: 0.02600	F1: 0.03457	F2: 0.02886
	Total predictions: 13000	True positives:   52	False positives:  956	False negatives: 1948	True negatives: 10044

['poi', 'deferral_payments', 'expenses', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'restricted_stock']
	Accuracy: 0.83771	Precision: 0.33495	Recall: 0.13800	F1: 0.19547	F2: 0.15639
	Total predictions: 14000	True positives:  276	False positives:  548	False negatives: 1724	True negatives: 11452

['poi', 'deferral_payments', 'expenses', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'salary']
	Accuracy: 0.79967	Precision: 0.29920	Recall: 0.15050	F1: 0.20027	F2: 0.16711
	Total predictions: 12000	True positives:  301	False positives:  705	False negatives: 1699	True negatives: 9295

['poi', 'deferral_payments', 'expenses', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'total_payments']
	Accuracy: 0.82192	Precision: 0.09719	Recall: 0.01900	F1: 0.03179	F2: 0.02264
	Total predictions: 13000	True positives:   38	False positives:  353	False negatives: 1962	True negatives: 10647

['poi', 'deferral_payments', 'expenses', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'exercised_stock_options']
	Accuracy: 0.86579	Precision: 0.56443	Recall: 0.26500	F1: 0.36067	F2: 0.29645
	Total predictions: 14000	True positives:  530	False positives:  409	False negatives: 1470	True negatives: 11591

['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive']
	Accuracy: 0.80036	Precision: 0.40020	Recall: 0.19650	F1: 0.26358	F2: 0.21877
	Total predictions: 11000	True positives:  393	False positives:  589	False negatives: 1607	True negatives: 8411

['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred']
	Accuracy: 0.36925	Precision: 0.15525	Recall: 0.91100	F1: 0.26529	F2: 0.46159
	Total predictions: 8000	True positives:  911	False positives: 4957	False negatives:   89	True negatives: 2043

['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi']
	Accuracy: 0.79150	Precision: 0.28836	Recall: 0.17100	F1: 0.21469	F2: 0.18615
	Total predictions: 12000	True positives:  342	False positives:  844	False negatives: 1658	True negatives: 9156

['poi', 'deferral_payments', 'deferred_income', 'from_messages']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'from_messages']
	Accuracy: 0.72908	Precision: 0.22602	Recall: 0.25800	F1: 0.24095	F2: 0.25090
	Total predictions: 12000	True positives:  516	False positives: 1767	False negatives: 1484	True negatives: 8233

['poi', 'deferral_payments', 'deferred_income', 'other']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'other']
	Accuracy: 0.81425	Precision: 0.34119	Recall: 0.12300	F1: 0.18082	F2: 0.14104
	Total predictions: 12000	True positives:  246	False positives:  475	False negatives: 1754	True negatives: 9525

['poi', 'deferral_payments', 'deferred_income', 'director_fees']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'director_fees']
	Accuracy: 0.38738	Precision: 0.15954	Recall: 0.91400	F1: 0.27166	F2: 0.46973
	Total predictions: 8000	True positives:  914	False positives: 4815	False negatives:   86	True negatives: 2185

['poi', 'deferral_payments', 'deferred_income', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'resto_dirfees']
	Accuracy: 0.19725	Precision: 0.12586	Recall: 0.91200	F1: 0.22120	F2: 0.40548
	Total predictions: 8000	True positives:  912	False positives: 6334	False negatives:   88	True negatives:  666

['poi', 'deferral_payments', 'deferred_income', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'bonus']
	Accuracy: 0.84258	Precision: 0.55974	Recall: 0.26000	F1: 0.35507	F2: 0.29119
	Total predictions: 12000	True positives:  520	False positives:  409	False negatives: 1480	True negatives: 9591

['poi', 'deferral_payments', 'deferred_income', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'total_stock_value']
	Accuracy: 0.86350	Precision: 0.53762	Recall: 0.31800	F1: 0.39962	F2: 0.34629
	Total predictions: 14000	True positives:  636	False positives:  547	False negatives: 1364	True negatives: 11453

['poi', 'deferral_payments', 'deferred_income', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'from_poi_to_this_person']
	Accuracy: 0.80383	Precision: 0.30719	Recall: 0.14100	F1: 0.19328	F2: 0.15811
	Total predictions: 12000	True positives:  282	False positives:  636	False negatives: 1718	True negatives: 9364

['poi', 'deferral_payments', 'deferred_income', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'from_this_person_to_poi']
	Accuracy: 0.80942	Precision: 0.34038	Recall: 0.15300	F1: 0.21111	F2: 0.17193
	Total predictions: 12000	True positives:  306	False positives:  593	False negatives: 1694	True negatives: 9407

['poi', 'deferral_payments', 'deferred_income', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'restricted_stock']
	Accuracy: 0.84664	Precision: 0.43163	Recall: 0.23200	F1: 0.30179	F2: 0.25565
	Total predictions: 14000	True positives:  464	False positives:  611	False negatives: 1536	True negatives: 11389

['poi', 'deferral_payments', 'deferred_income', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'salary']
	Accuracy: 0.84108	Precision: 0.54519	Recall: 0.28050	F1: 0.37042	F2: 0.31067
	Total predictions: 12000	True positives:  561	False positives:  468	False negatives: 1439	True negatives: 9532

['poi', 'deferral_payments', 'deferred_income', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'total_payments']
	Accuracy: 0.82831	Precision: 0.32583	Recall: 0.10850	F1: 0.16279	F2: 0.12520
	Total predictions: 13000	True positives:  217	False positives:  449	False negatives: 1783	True negatives: 10551

['poi', 'deferral_payments', 'deferred_income', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'exercised_stock_options']
	Accuracy: 0.85823	Precision: 0.56880	Recall: 0.32450	F1: 0.41324	F2: 0.35499
	Total predictions: 13000	True positives:  649	False positives:  492	False negatives: 1351	True negatives: 10508

['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred']
	Accuracy: 0.40390	Precision: 0.24309	Recall: 0.93700	F1: 0.38603	F2: 0.59647
	Total predictions: 10000	True positives: 1874	False positives: 5835	False negatives:  126	True negatives: 2165

['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi']
	Accuracy: 0.76158	Precision: 0.20932	Recall: 0.15500	F1: 0.17811	F2: 0.16348
	Total predictions: 12000	True positives:  310	False positives: 1171	False negatives: 1690	True negatives: 8829

['poi', 'deferral_payments', 'long_term_incentive', 'from_messages']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'from_messages']
	Accuracy: 0.72767	Precision: 0.26219	Recall: 0.34950	F1: 0.29961	F2: 0.32768
	Total predictions: 12000	True positives:  699	False positives: 1967	False negatives: 1301	True negatives: 8033

['poi', 'deferral_payments', 'long_term_incentive', 'other']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'other']
	Accuracy: 0.78182	Precision: 0.20060	Recall: 0.06700	F1: 0.10045	F2: 0.07730
	Total predictions: 11000	True positives:  134	False positives:  534	False negatives: 1866	True negatives: 8466

['poi', 'deferral_payments', 'long_term_incentive', 'director_fees']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'director_fees']
	Accuracy: 0.38980	Precision: 0.23992	Recall: 0.94600	F1: 0.38276	F2: 0.59549
	Total predictions: 10000	True positives: 1892	False positives: 5994	False negatives:  108	True negatives: 2006

['poi', 'deferral_payments', 'long_term_incentive', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'resto_dirfees']
	Accuracy: 0.30389	Precision: 0.23360	Recall: 0.93500	F1: 0.37381	F2: 0.58419
	Total predictions: 9000	True positives: 1870	False positives: 6135	False negatives:  130	True negatives:  865

['poi', 'deferral_payments', 'long_term_incentive', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'bonus']
	Accuracy: 0.79200	Precision: 0.37543	Recall: 0.21700	F1: 0.27503	F2: 0.23700
	Total predictions: 11000	True positives:  434	False positives:  722	False negatives: 1566	True negatives: 8278

['poi', 'deferral_payments', 'long_term_incentive', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'total_stock_value']
	Accuracy: 0.84946	Precision: 0.52007	Recall: 0.27850	F1: 0.36275	F2: 0.30702
	Total predictions: 13000	True positives:  557	False positives:  514	False negatives: 1443	True negatives: 10486

['poi', 'deferral_payments', 'long_term_incentive', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'from_poi_to_this_person']
	Accuracy: 0.75064	Precision: 0.23783	Recall: 0.16850	F1: 0.19725	F2: 0.17893
	Total predictions: 11000	True positives:  337	False positives: 1080	False negatives: 1663	True negatives: 7920

['poi', 'deferral_payments', 'long_term_incentive', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'from_this_person_to_poi']
	Accuracy: 0.76873	Precision: 0.17619	Recall: 0.07400	F1: 0.10423	F2: 0.08371
	Total predictions: 11000	True positives:  148	False positives:  692	False negatives: 1852	True negatives: 8308

['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock']
	Accuracy: 0.81215	Precision: 0.26288	Recall: 0.12250	F1: 0.16712	F2: 0.13715
	Total predictions: 13000	True positives:  245	False positives:  687	False negatives: 1755	True negatives: 10313

['poi', 'deferral_payments', 'long_term_incentive', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'salary']
	Accuracy: 0.79355	Precision: 0.37009	Recall: 0.19300	F1: 0.25370	F2: 0.21342
	Total predictions: 11000	True positives:  386	False positives:  657	False negatives: 1614	True negatives: 8343

['poi', 'deferral_payments', 'long_term_incentive', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'total_payments']
	Accuracy: 0.82031	Precision: 0.22903	Recall: 0.07100	F1: 0.10840	F2: 0.08237
	Total predictions: 13000	True positives:  142	False positives:  478	False negatives: 1858	True negatives: 10522

['poi', 'deferral_payments', 'long_term_incentive', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'exercised_stock_options']
	Accuracy: 0.83225	Precision: 0.49403	Recall: 0.26900	F1: 0.34833	F2: 0.29596
	Total predictions: 12000	True positives:  538	False positives:  551	False negatives: 1462	True negatives: 9449

['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi']
	Accuracy: 0.33836	Precision: 0.20801	Recall: 0.94000	F1: 0.34064	F2: 0.55171
	Total predictions: 11000	True positives: 1880	False positives: 7158	False negatives:  120	True negatives: 1842

['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages']
	Accuracy: 0.35936	Precision: 0.20378	Recall: 0.86800	F1: 0.33007	F2: 0.52546
	Total predictions: 11000	True positives: 1736	False positives: 6783	False negatives:  264	True negatives: 2217

['poi', 'deferral_payments', 'restricted_stock_deferred', 'other']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'other']
	Accuracy: 0.33418	Precision: 0.19791	Recall: 0.87200	F1: 0.32260	F2: 0.51868
	Total predictions: 11000	True positives: 1744	False positives: 7068	False negatives:  256	True negatives: 1932

['poi', 'deferral_payments', 'restricted_stock_deferred', 'director_fees']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'director_fees']
	Accuracy: 0.60350	Precision: 0.26886	Recall: 0.80200	F1: 0.40271	F2: 0.57425
	Total predictions: 6000	True positives:  802	False positives: 2181	False negatives:  198	True negatives: 2819

['poi', 'deferral_payments', 'restricted_stock_deferred', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'resto_dirfees']
	Accuracy: 0.51320	Precision: 0.26584	Recall: 0.81400	F1: 0.40079	F2: 0.57632
	Total predictions: 5000	True positives:  814	False positives: 2248	False negatives:  186	True negatives: 1752

['poi', 'deferral_payments', 'restricted_stock_deferred', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'bonus']
	Accuracy: 0.36636	Precision: 0.21554	Recall: 0.94150	F1: 0.35078	F2: 0.56256
	Total predictions: 11000	True positives: 1883	False positives: 6853	False negatives:  117	True negatives: 2147

['poi', 'deferral_payments', 'restricted_stock_deferred', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'total_stock_value']
	Accuracy: 0.29700	Precision: 0.17219	Recall: 0.93750	F1: 0.29095	F2: 0.49632
	Total predictions: 13000	True positives: 1875	False positives: 9014	False negatives:  125	True negatives: 1986

['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_poi_to_this_person']
	Accuracy: 0.34918	Precision: 0.20916	Recall: 0.92750	F1: 0.34134	F2: 0.54983
	Total predictions: 11000	True positives: 1855	False positives: 7014	False negatives:  145	True negatives: 1986

['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_this_person_to_poi']
	Accuracy: 0.36720	Precision: 0.22214	Recall: 0.86500	F1: 0.35349	F2: 0.54788
	Total predictions: 10000	True positives: 1730	False positives: 6058	False negatives:  270	True negatives: 1942

['poi', 'deferral_payments', 'restricted_stock_deferred', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'restricted_stock']
	Accuracy: 0.31731	Precision: 0.17708	Recall: 0.94250	F1: 0.29814	F2: 0.50550
	Total predictions: 13000	True positives: 1885	False positives: 8760	False negatives:  115	True negatives: 2240

['poi', 'deferral_payments', 'restricted_stock_deferred', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'salary']
	Accuracy: 0.33817	Precision: 0.19453	Recall: 0.94600	F1: 0.32270	F2: 0.53368
	Total predictions: 12000	True positives: 1892	False positives: 7834	False negatives:  108	True negatives: 2166

['poi', 'deferral_payments', 'restricted_stock_deferred', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'total_payments']
	Accuracy: 0.29138	Precision: 0.16531	Recall: 0.89050	F1: 0.27885	F2: 0.47433
	Total predictions: 13000	True positives: 1781	False positives: 8993	False negatives:  219	True negatives: 2007

['poi', 'deferral_payments', 'restricted_stock_deferred', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'exercised_stock_options']
	Accuracy: 0.26500	Precision: 0.10273	Recall: 0.91600	F1: 0.18473	F2: 0.35457
	Total predictions: 11000	True positives:  916	False positives: 8001	False negatives:   84	True negatives: 1999

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages']
	Accuracy: 0.66391	Precision: 0.17378	Recall: 0.22600	F1: 0.19648	F2: 0.21319
	Total predictions: 11000	True positives:  452	False positives: 2149	False negatives: 1548	True negatives: 6851

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'other']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'other']
	Accuracy: 0.76667	Precision: 0.05357	Recall: 0.02400	F1: 0.03315	F2: 0.02698
	Total predictions: 12000	True positives:   48	False positives:  848	False negatives: 1952	True negatives: 9152

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees']
	Accuracy: 0.33192	Precision: 0.19077	Recall: 0.92800	F1: 0.31648	F2: 0.52344
	Total predictions: 12000	True positives: 1856	False positives: 7873	False negatives:  144	True negatives: 2127

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'resto_dirfees']
	Accuracy: 0.23255	Precision: 0.18347	Recall: 0.93350	F1: 0.30667	F2: 0.51359
	Total predictions: 11000	True positives: 1867	False positives: 8309	False negatives:  133	True negatives:  691

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'bonus']
	Accuracy: 0.78892	Precision: 0.30156	Recall: 0.20250	F1: 0.24230	F2: 0.21674
	Total predictions: 12000	True positives:  405	False positives:  938	False negatives: 1595	True negatives: 9062

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'total_stock_value']
	Accuracy: 0.84093	Precision: 0.41167	Recall: 0.26450	F1: 0.32207	F2: 0.28487
	Total predictions: 14000	True positives:  529	False positives:  756	False negatives: 1471	True negatives: 11244

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_poi_to_this_person']
	Accuracy: 0.72655	Precision: 0.08000	Recall: 0.04800	F1: 0.06000	F2: 0.05217
	Total predictions: 11000	True positives:   96	False positives: 1104	False negatives: 1904	True negatives: 7896

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_this_person_to_poi']
	Accuracy: 0.73791	Precision: 0.08152	Recall: 0.04300	F1: 0.05630	F2: 0.04749
	Total predictions: 11000	True positives:   86	False positives:  969	False negatives: 1914	True negatives: 8031

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'restricted_stock']
	Accuracy: 0.78446	Precision: 0.16415	Recall: 0.09800	F1: 0.12273	F2: 0.10659
	Total predictions: 13000	True positives:  196	False positives:  998	False negatives: 1804	True negatives: 10002

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'salary']
	Accuracy: 0.76750	Precision: 0.20121	Recall: 0.13300	F1: 0.16014	F2: 0.14267
	Total predictions: 12000	True positives:  266	False positives: 1056	False negatives: 1734	True negatives: 8944

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'total_payments']
	Accuracy: 0.82357	Precision: 0.15942	Recall: 0.05500	F1: 0.08178	F2: 0.06329
	Total predictions: 14000	True positives:  110	False positives:  580	False negatives: 1890	True negatives: 11420

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'exercised_stock_options']
	Accuracy: 0.83923	Precision: 0.46305	Recall: 0.28200	F1: 0.35053	F2: 0.30592
	Total predictions: 13000	True positives:  564	False positives:  654	False negatives: 1436	True negatives: 10346

['poi', 'deferral_payments', 'from_messages', 'other']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'other']
	Accuracy: 0.66425	Precision: 0.09566	Recall: 0.12000	F1: 0.10645	F2: 0.11419
	Total predictions: 12000	True positives:  240	False positives: 2269	False negatives: 1760	True negatives: 7731

['poi', 'deferral_payments', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'director_fees']
	Accuracy: 0.35342	Precision: 0.18588	Recall: 0.85200	F1: 0.30518	F2: 0.49630
	Total predictions: 12000	True positives: 1704	False positives: 7463	False negatives:  296	True negatives: 2537

['poi', 'deferral_payments', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'resto_dirfees']
	Accuracy: 0.25818	Precision: 0.18103	Recall: 0.87400	F1: 0.29993	F2: 0.49502
	Total predictions: 11000	True positives: 1748	False positives: 7908	False negatives:  252	True negatives: 1092

['poi', 'deferral_payments', 'from_messages', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'bonus']
	Accuracy: 0.71842	Precision: 0.18787	Recall: 0.20750	F1: 0.19720	F2: 0.20325
	Total predictions: 12000	True positives:  415	False positives: 1794	False negatives: 1585	True negatives: 8206

['poi', 'deferral_payments', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'total_stock_value']
	Accuracy: 0.85064	Precision: 0.46040	Recall: 0.26450	F1: 0.33598	F2: 0.28910
	Total predictions: 14000	True positives:  529	False positives:  620	False negatives: 1471	True negatives: 11380

['poi', 'deferral_payments', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.67182	Precision: 0.14537	Recall: 0.16500	F1: 0.15457	F2: 0.16066
	Total predictions: 11000	True positives:  330	False positives: 1940	False negatives: 1670	True negatives: 7060

['poi', 'deferral_payments', 'from_messages', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'from_this_person_to_poi']
	Accuracy: 0.67864	Precision: 0.11335	Recall: 0.11250	F1: 0.11292	F2: 0.11267
	Total predictions: 11000	True positives:  225	False positives: 1760	False negatives: 1775	True negatives: 7240

['poi', 'deferral_payments', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'restricted_stock']
	Accuracy: 0.72515	Precision: 0.14524	Recall: 0.16100	F1: 0.15272	F2: 0.15758
	Total predictions: 13000	True positives:  322	False positives: 1895	False negatives: 1678	True negatives: 9105

['poi', 'deferral_payments', 'from_messages', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'salary']
	Accuracy: 0.71217	Precision: 0.20614	Recall: 0.25500	F1: 0.22798	F2: 0.24346
	Total predictions: 12000	True positives:  510	False positives: 1964	False negatives: 1490	True negatives: 8036

['poi', 'deferral_payments', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'total_payments']
	Accuracy: 0.82643	Precision: 0.16821	Recall: 0.05450	F1: 0.08233	F2: 0.06302
	Total predictions: 14000	True positives:  109	False positives:  539	False negatives: 1891	True negatives: 11461

['poi', 'deferral_payments', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.84685	Precision: 0.50335	Recall: 0.33850	F1: 0.40478	F2: 0.36223
	Total predictions: 13000	True positives:  677	False positives:  668	False negatives: 1323	True negatives: 10332

['poi', 'deferral_payments', 'other', 'director_fees']
GaussianNB()
['poi', 'deferral_payments', 'other', 'director_fees']
	Accuracy: 0.32067	Precision: 0.18118	Recall: 0.87400	F1: 0.30014	F2: 0.49524
	Total predictions: 12000	True positives: 1748	False positives: 7900	False negatives:  252	True negatives: 2100

['poi', 'deferral_payments', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'other', 'resto_dirfees']
	Accuracy: 0.24400	Precision: 0.18043	Recall: 0.89150	F1: 0.30012	F2: 0.49855
	Total predictions: 11000	True positives: 1783	False positives: 8099	False negatives:  217	True negatives:  901

['poi', 'deferral_payments', 'other', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'other', 'bonus']
	Accuracy: 0.78873	Precision: 0.23616	Recall: 0.07250	F1: 0.11094	F2: 0.08417
	Total predictions: 11000	True positives:  145	False positives:  469	False negatives: 1855	True negatives: 8531

['poi', 'deferral_payments', 'other', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'other', 'total_stock_value']
	Accuracy: 0.83662	Precision: 0.42874	Recall: 0.18650	F1: 0.25993	F2: 0.21026
	Total predictions: 13000	True positives:  373	False positives:  497	False negatives: 1627	True negatives: 10503

['poi', 'deferral_payments', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'other', 'from_poi_to_this_person']
	Accuracy: 0.78258	Precision: 0.03933	Recall: 0.01300	F1: 0.01954	F2: 0.01501
	Total predictions: 12000	True positives:   26	False positives:  635	False negatives: 1974	True negatives: 9365

['poi', 'deferral_payments', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'other', 'from_this_person_to_poi']
	Accuracy: 0.77958	Precision: 0.01649	Recall: 0.00550	F1: 0.00825	F2: 0.00635
	Total predictions: 12000	True positives:   11	False positives:  656	False negatives: 1989	True negatives: 9344

['poi', 'deferral_payments', 'other', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'other', 'restricted_stock']
	Accuracy: 0.80838	Precision: 0.16599	Recall: 0.06100	F1: 0.08921	F2: 0.06983
	Total predictions: 13000	True positives:  122	False positives:  613	False negatives: 1878	True negatives: 10387

['poi', 'deferral_payments', 'other', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'other', 'salary']
	Accuracy: 0.78836	Precision: 0.22937	Recall: 0.06950	F1: 0.10668	F2: 0.08076
	Total predictions: 11000	True positives:  139	False positives:  467	False negatives: 1861	True negatives: 8533

['poi', 'deferral_payments', 'other', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'other', 'total_payments']
	Accuracy: 0.80662	Precision: 0.02407	Recall: 0.00650	F1: 0.01024	F2: 0.00761
	Total predictions: 13000	True positives:   13	False positives:  527	False negatives: 1987	True negatives: 10473

['poi', 'deferral_payments', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'other', 'exercised_stock_options']
	Accuracy: 0.82069	Precision: 0.33979	Recall: 0.17550	F1: 0.23145	F2: 0.19429
	Total predictions: 13000	True positives:  351	False positives:  682	False negatives: 1649	True negatives: 10318

['poi', 'deferral_payments', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'resto_dirfees']
	Accuracy: 0.46450	Precision: 0.21026	Recall: 0.80300	F1: 0.33326	F2: 0.51349
	Total predictions: 6000	True positives:  803	False positives: 3016	False negatives:  197	True negatives: 1984

['poi', 'deferral_payments', 'director_fees', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'bonus']
	Accuracy: 0.33658	Precision: 0.19321	Recall: 0.93850	F1: 0.32044	F2: 0.52978
	Total predictions: 12000	True positives: 1877	False positives: 7838	False negatives:  123	True negatives: 2162

['poi', 'deferral_payments', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'total_stock_value']
	Accuracy: 0.29850	Precision: 0.16198	Recall: 0.93700	F1: 0.27622	F2: 0.47882
	Total predictions: 14000	True positives: 1874	False positives: 9695	False negatives:  126	True negatives: 2305

['poi', 'deferral_payments', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.35364	Precision: 0.21058	Recall: 0.92950	F1: 0.34337	F2: 0.55235
	Total predictions: 11000	True positives: 1859	False positives: 6969	False negatives:  141	True negatives: 2031

['poi', 'deferral_payments', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.35973	Precision: 0.20471	Recall: 0.87400	F1: 0.33172	F2: 0.52845
	Total predictions: 11000	True positives: 1748	False positives: 6791	False negatives:  252	True negatives: 2209

['poi', 'deferral_payments', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'restricted_stock']
	Accuracy: 0.29379	Precision: 0.16060	Recall: 0.93300	F1: 0.27403	F2: 0.47556
	Total predictions: 14000	True positives: 1866	False positives: 9753	False negatives:  134	True negatives: 2247

['poi', 'deferral_payments', 'director_fees', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'salary']
	Accuracy: 0.31492	Precision: 0.17620	Recall: 0.93950	F1: 0.29675	F2: 0.50338
	Total predictions: 13000	True positives: 1879	False positives: 8785	False negatives:  121	True negatives: 2215

['poi', 'deferral_payments', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'total_payments']
	Accuracy: 0.31477	Precision: 0.16998	Recall: 0.88950	F1: 0.28542	F2: 0.48170
	Total predictions: 13000	True positives: 1779	False positives: 8687	False negatives:  221	True negatives: 2313

['poi', 'deferral_payments', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.26433	Precision: 0.09466	Recall: 0.91400	F1: 0.17155	F2: 0.33465
	Total predictions: 12000	True positives:  914	False positives: 8742	False negatives:   86	True negatives: 2258

['poi', 'deferral_payments', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'bonus']
	Accuracy: 0.25173	Precision: 0.18879	Recall: 0.94500	F1: 0.31471	F2: 0.52468
	Total predictions: 11000	True positives: 1890	False positives: 8121	False negatives:  110	True negatives:  879

['poi', 'deferral_payments', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.21954	Precision: 0.15819	Recall: 0.94250	F1: 0.27091	F2: 0.47324
	Total predictions: 13000	True positives: 1885	False positives: 10031	False negatives:  115	True negatives:  969

['poi', 'deferral_payments', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.25750	Precision: 0.20404	Recall: 0.93500	F1: 0.33498	F2: 0.54471
	Total predictions: 10000	True positives: 1870	False positives: 7295	False negatives:  130	True negatives:  705

['poi', 'deferral_payments', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.25680	Precision: 0.19401	Recall: 0.86100	F1: 0.31666	F2: 0.51019
	Total predictions: 10000	True positives: 1722	False positives: 7154	False negatives:  278	True negatives:  846

['poi', 'deferral_payments', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.21831	Precision: 0.15775	Recall: 0.94050	F1: 0.27018	F2: 0.47204
	Total predictions: 13000	True positives: 1881	False positives: 10043	False negatives:  119	True negatives:  957

['poi', 'deferral_payments', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'salary']
	Accuracy: 0.24755	Precision: 0.18700	Recall: 0.93750	F1: 0.31180	F2: 0.52005
	Total predictions: 11000	True positives: 1875	False positives: 8152	False negatives:  125	True negatives:  848

['poi', 'deferral_payments', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'total_payments']
	Accuracy: 0.23054	Precision: 0.14635	Recall: 0.82800	F1: 0.24874	F2: 0.42868
	Total predictions: 13000	True positives: 1656	False positives: 9659	False negatives:  344	True negatives: 1341

['poi', 'deferral_payments', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.15564	Precision: 0.09188	Recall: 0.93300	F1: 0.16729	F2: 0.32959
	Total predictions: 11000	True positives:  933	False positives: 9221	False negatives:   67	True negatives:  779

['poi', 'deferral_payments', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'bonus', 'total_stock_value']
	Accuracy: 0.84869	Precision: 0.51642	Recall: 0.25950	F1: 0.34542	F2: 0.28817
	Total predictions: 13000	True positives:  519	False positives:  486	False negatives: 1481	True negatives: 10514

['poi', 'deferral_payments', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.78545	Precision: 0.35099	Recall: 0.21200	F1: 0.26434	F2: 0.23023
	Total predictions: 11000	True positives:  424	False positives:  784	False negatives: 1576	True negatives: 8216

['poi', 'deferral_payments', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.78973	Precision: 0.30984	Recall: 0.12750	F1: 0.18066	F2: 0.14451
	Total predictions: 11000	True positives:  255	False positives:  568	False negatives: 1745	True negatives: 8432

['poi', 'deferral_payments', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'bonus', 'restricted_stock']
	Accuracy: 0.81800	Precision: 0.30065	Recall: 0.13800	F1: 0.18917	F2: 0.15474
	Total predictions: 13000	True positives:  276	False positives:  642	False negatives: 1724	True negatives: 10358

['poi', 'deferral_payments', 'bonus', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'bonus', 'salary']
	Accuracy: 0.79609	Precision: 0.35789	Recall: 0.15300	F1: 0.21436	F2: 0.17278
	Total predictions: 11000	True positives:  306	False positives:  549	False negatives: 1694	True negatives: 8451

['poi', 'deferral_payments', 'bonus', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'bonus', 'total_payments']
	Accuracy: 0.82292	Precision: 0.25246	Recall: 0.07700	F1: 0.11801	F2: 0.08943
	Total predictions: 13000	True positives:  154	False positives:  456	False negatives: 1846	True negatives: 10544

['poi', 'deferral_payments', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'bonus', 'exercised_stock_options']
	Accuracy: 0.84438	Precision: 0.48972	Recall: 0.27400	F1: 0.35139	F2: 0.30047
	Total predictions: 13000	True positives:  548	False positives:  571	False negatives: 1452	True negatives: 10429

['poi', 'deferral_payments', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.86462	Precision: 0.64493	Recall: 0.26700	F1: 0.37765	F2: 0.30245
	Total predictions: 13000	True positives:  534	False positives:  294	False negatives: 1466	True negatives: 10706

['poi', 'deferral_payments', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.86500	Precision: 0.64885	Recall: 0.26700	F1: 0.37832	F2: 0.30262
	Total predictions: 13000	True positives:  534	False positives:  289	False negatives: 1466	True negatives: 10711

['poi', 'deferral_payments', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.86746	Precision: 0.65865	Recall: 0.28750	F1: 0.40028	F2: 0.32402
	Total predictions: 13000	True positives:  575	False positives:  298	False negatives: 1425	True negatives: 10702

['poi', 'deferral_payments', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'total_stock_value', 'salary']
	Accuracy: 0.85115	Precision: 0.53234	Recall: 0.26750	F1: 0.35607	F2: 0.29706
	Total predictions: 13000	True positives:  535	False positives:  470	False negatives: 1465	True negatives: 10530

['poi', 'deferral_payments', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'total_stock_value', 'total_payments']
	Accuracy: 0.85307	Precision: 0.39172	Recall: 0.18450	F1: 0.25085	F2: 0.20633
	Total predictions: 15000	True positives:  369	False positives:  573	False negatives: 1631	True negatives: 12427

['poi', 'deferral_payments', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.84692	Precision: 0.50462	Recall: 0.27300	F1: 0.35432	F2: 0.30059
	Total predictions: 13000	True positives:  546	False positives:  536	False negatives: 1454	True negatives: 10464

['poi', 'deferral_payments', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.73050	Precision: 0.08778	Recall: 0.03700	F1: 0.05206	F2: 0.04184
	Total predictions: 10000	True positives:   74	False positives:  769	False negatives: 1926	True negatives: 7231

['poi', 'deferral_payments', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.81054	Precision: 0.23050	Recall: 0.09900	F1: 0.13851	F2: 0.11175
	Total predictions: 13000	True positives:  198	False positives:  661	False negatives: 1802	True negatives: 10339

['poi', 'deferral_payments', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.76883	Precision: 0.20231	Recall: 0.13150	F1: 0.15939	F2: 0.14140
	Total predictions: 12000	True positives:  263	False positives: 1037	False negatives: 1737	True negatives: 8963

['poi', 'deferral_payments', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.82123	Precision: 0.10870	Recall: 0.02250	F1: 0.03728	F2: 0.02674
	Total predictions: 13000	True positives:   45	False positives:  369	False negatives: 1955	True negatives: 10631

['poi', 'deferral_payments', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.86100	Precision: 0.58861	Recall: 0.32050	F1: 0.41502	F2: 0.35262
	Total predictions: 13000	True positives:  641	False positives:  448	False negatives: 1359	True negatives: 10552

['poi', 'deferral_payments', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.80785	Precision: 0.19183	Recall: 0.07750	F1: 0.11040	F2: 0.08799
	Total predictions: 13000	True positives:  155	False positives:  653	False negatives: 1845	True negatives: 10347

['poi', 'deferral_payments', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.79775	Precision: 0.24971	Recall: 0.10650	F1: 0.14932	F2: 0.12030
	Total predictions: 12000	True positives:  213	False positives:  640	False negatives: 1787	True negatives: 9360

['poi', 'deferral_payments', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.82554	Precision: 0.13388	Recall: 0.02450	F1: 0.04142	F2: 0.02929
	Total predictions: 13000	True positives:   49	False positives:  317	False negatives: 1951	True negatives: 10683

['poi', 'deferral_payments', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.85550	Precision: 0.64030	Recall: 0.30350	F1: 0.41180	F2: 0.33918
	Total predictions: 12000	True positives:  607	False positives:  341	False negatives: 1393	True negatives: 9659

['poi', 'deferral_payments', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock', 'salary']
	Accuracy: 0.82408	Precision: 0.32174	Recall: 0.12950	F1: 0.18467	F2: 0.14708
	Total predictions: 13000	True positives:  259	False positives:  546	False negatives: 1741	True negatives: 10454

['poi', 'deferral_payments', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock', 'total_payments']
	Accuracy: 0.82764	Precision: 0.19677	Recall: 0.06700	F1: 0.09996	F2: 0.07718
	Total predictions: 14000	True positives:  134	False positives:  547	False negatives: 1866	True negatives: 11453

['poi', 'deferral_payments', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.85362	Precision: 0.54606	Recall: 0.28750	F1: 0.37668	F2: 0.31757
	Total predictions: 13000	True positives:  575	False positives:  478	False negatives: 1425	True negatives: 10522

['poi', 'deferral_payments', 'salary', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'salary', 'total_payments']
	Accuracy: 0.82300	Precision: 0.22385	Recall: 0.06100	F1: 0.09587	F2: 0.07139
	Total predictions: 13000	True positives:  122	False positives:  423	False negatives: 1878	True negatives: 10577

['poi', 'deferral_payments', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'salary', 'exercised_stock_options']
	Accuracy: 0.84462	Precision: 0.48990	Recall: 0.24250	F1: 0.32441	F2: 0.26974
	Total predictions: 13000	True positives:  485	False positives:  505	False negatives: 1515	True negatives: 10495

['poi', 'deferral_payments', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84671	Precision: 0.41723	Recall: 0.18400	F1: 0.25538	F2: 0.20716
	Total predictions: 14000	True positives:  368	False positives:  514	False negatives: 1632	True negatives: 11486

['poi', 'expenses', 'deferred_income', 'long_term_incentive']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'long_term_incentive']
	Accuracy: 0.83325	Precision: 0.49949	Recall: 0.24500	F1: 0.32875	F2: 0.27280
	Total predictions: 12000	True positives:  490	False positives:  491	False negatives: 1510	True negatives: 9509

['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred']
	Accuracy: 0.32208	Precision: 0.19734	Recall: 1.00000	F1: 0.32963	F2: 0.55142
	Total predictions: 12000	True positives: 2000	False positives: 8135	False negatives:    0	True negatives: 1865

['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi']
	Accuracy: 0.82285	Precision: 0.33406	Recall: 0.15250	F1: 0.20941	F2: 0.17110
	Total predictions: 13000	True positives:  305	False positives:  608	False negatives: 1695	True negatives: 10392

['poi', 'expenses', 'deferred_income', 'from_messages']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'from_messages']
	Accuracy: 0.82200	Precision: 0.36466	Recall: 0.21150	F1: 0.26772	F2: 0.23090
	Total predictions: 13000	True positives:  423	False positives:  737	False negatives: 1577	True negatives: 10263

['poi', 'expenses', 'deferred_income', 'other']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'other']
	Accuracy: 0.83700	Precision: 0.53188	Recall: 0.18350	F1: 0.27286	F2: 0.21116
	Total predictions: 12000	True positives:  367	False positives:  323	False negatives: 1633	True negatives: 9677

['poi', 'expenses', 'deferred_income', 'director_fees']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'director_fees']
	Accuracy: 0.33255	Precision: 0.21409	Recall: 1.00000	F1: 0.35267	F2: 0.57663
	Total predictions: 11000	True positives: 2000	False positives: 7342	False negatives:    0	True negatives: 1658

['poi', 'expenses', 'deferred_income', 'resto_dirfees']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'resto_dirfees']
	Accuracy: 0.22091	Precision: 0.18921	Recall: 1.00000	F1: 0.31822	F2: 0.53850
	Total predictions: 11000	True positives: 2000	False positives: 8570	False negatives:    0	True negatives:  430

['poi', 'expenses', 'deferred_income', 'bonus']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'bonus']
	Accuracy: 0.85600	Precision: 0.63793	Recall: 0.31450	F1: 0.42130	F2: 0.34999
	Total predictions: 12000	True positives:  629	False positives:  357	False negatives: 1371	True negatives: 9643

['poi', 'expenses', 'deferred_income', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'total_stock_value']
	Accuracy: 0.86393	Precision: 0.53485	Recall: 0.36450	F1: 0.43354	F2: 0.38930
	Total predictions: 14000	True positives:  729	False positives:  634	False negatives: 1271	True negatives: 11366

['poi', 'expenses', 'deferred_income', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'from_poi_to_this_person']
	Accuracy: 0.83200	Precision: 0.49010	Recall: 0.19800	F1: 0.28205	F2: 0.22480
	Total predictions: 12000	True positives:  396	False positives:  412	False negatives: 1604	True negatives: 9588

['poi', 'expenses', 'deferred_income', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'from_this_person_to_poi']
	Accuracy: 0.81617	Precision: 0.37679	Recall: 0.15750	F1: 0.22214	F2: 0.17825
	Total predictions: 12000	True positives:  315	False positives:  521	False negatives: 1685	True negatives: 9479

['poi', 'expenses', 'deferred_income', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'restricted_stock']
	Accuracy: 0.84015	Precision: 0.46375	Recall: 0.24950	F1: 0.32445	F2: 0.27490
	Total predictions: 13000	True positives:  499	False positives:  577	False negatives: 1501	True negatives: 10423

['poi', 'expenses', 'deferred_income', 'salary']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'salary']
	Accuracy: 0.85267	Precision: 0.60565	Recall: 0.33250	F1: 0.42931	F2: 0.36546
	Total predictions: 12000	True positives:  665	False positives:  433	False negatives: 1335	True negatives: 9567

['poi', 'expenses', 'deferred_income', 'total_payments']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'total_payments']
	Accuracy: 0.83862	Precision: 0.43156	Recall: 0.15450	F1: 0.22754	F2: 0.17726
	Total predictions: 13000	True positives:  309	False positives:  407	False negatives: 1691	True negatives: 10593

['poi', 'expenses', 'deferred_income', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'exercised_stock_options']
	Accuracy: 0.86871	Precision: 0.56221	Recall: 0.36600	F1: 0.44337	F2: 0.39346
	Total predictions: 14000	True positives:  732	False positives:  570	False negatives: 1268	True negatives: 11430

['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred']
	Accuracy: 0.31508	Precision: 0.19571	Recall: 1.00000	F1: 0.32736	F2: 0.54888
	Total predictions: 12000	True positives: 2000	False positives: 8219	False negatives:    0	True negatives: 1781

['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi']
	Accuracy: 0.80885	Precision: 0.26927	Recall: 0.14150	F1: 0.18551	F2: 0.15634
	Total predictions: 13000	True positives:  283	False positives:  768	False negatives: 1717	True negatives: 10232

['poi', 'expenses', 'long_term_incentive', 'from_messages']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'from_messages']
	Accuracy: 0.81323	Precision: 0.36473	Recall: 0.28850	F1: 0.32217	F2: 0.30109
	Total predictions: 13000	True positives:  577	False positives: 1005	False negatives: 1423	True negatives: 9995

['poi', 'expenses', 'long_term_incentive', 'other']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'other']
	Accuracy: 0.78964	Precision: 0.09115	Recall: 0.01750	F1: 0.02936	F2: 0.02087
	Total predictions: 11000	True positives:   35	False positives:  349	False negatives: 1965	True negatives: 8651

['poi', 'expenses', 'long_term_incentive', 'director_fees']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'director_fees']
	Accuracy: 0.30183	Precision: 0.19272	Recall: 1.00000	F1: 0.32315	F2: 0.54413
	Total predictions: 12000	True positives: 2000	False positives: 8378	False negatives:    0	True negatives: 1622

['poi', 'expenses', 'long_term_incentive', 'resto_dirfees']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'resto_dirfees']
	Accuracy: 0.20175	Precision: 0.17273	Recall: 1.00000	F1: 0.29457	F2: 0.51075
	Total predictions: 12000	True positives: 2000	False positives: 9579	False negatives:    0	True negatives:  421

['poi', 'expenses', 'long_term_incentive', 'bonus']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'bonus']
	Accuracy: 0.81873	Precision: 0.50325	Recall: 0.23200	F1: 0.31759	F2: 0.26003
	Total predictions: 11000	True positives:  464	False positives:  458	False negatives: 1536	True negatives: 8542

['poi', 'expenses', 'long_term_incentive', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'total_stock_value']
	Accuracy: 0.85150	Precision: 0.46644	Recall: 0.27450	F1: 0.34561	F2: 0.29912
	Total predictions: 14000	True positives:  549	False positives:  628	False negatives: 1451	True negatives: 11372

['poi', 'expenses', 'long_term_incentive', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'from_poi_to_this_person']
	Accuracy: 0.80975	Precision: 0.28849	Recall: 0.09650	F1: 0.14462	F2: 0.11132
	Total predictions: 12000	True positives:  193	False positives:  476	False negatives: 1807	True negatives: 9524

['poi', 'expenses', 'long_term_incentive', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'from_this_person_to_poi']
	Accuracy: 0.80108	Precision: 0.19718	Recall: 0.06300	F1: 0.09549	F2: 0.07293
	Total predictions: 12000	True positives:  126	False positives:  513	False negatives: 1874	True negatives: 9487

['poi', 'expenses', 'long_term_incentive', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'restricted_stock']
	Accuracy: 0.81823	Precision: 0.27947	Recall: 0.11500	F1: 0.16295	F2: 0.13034
	Total predictions: 13000	True positives:  230	False positives:  593	False negatives: 1770	True negatives: 10407

['poi', 'expenses', 'long_term_incentive', 'salary']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'salary']
	Accuracy: 0.80236	Precision: 0.37318	Recall: 0.12800	F1: 0.19062	F2: 0.14736
	Total predictions: 11000	True positives:  256	False positives:  430	False negatives: 1744	True negatives: 8570

['poi', 'expenses', 'long_term_incentive', 'total_payments']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'total_payments']
	Accuracy: 0.82177	Precision: 0.22144	Recall: 0.06300	F1: 0.09809	F2: 0.07352
	Total predictions: 13000	True positives:  126	False positives:  443	False negatives: 1874	True negatives: 10557

['poi', 'expenses', 'long_term_incentive', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'exercised_stock_options']
	Accuracy: 0.84986	Precision: 0.45693	Recall: 0.27050	F1: 0.33982	F2: 0.29453
	Total predictions: 14000	True positives:  541	False positives:  643	False negatives: 1459	True negatives: 11357

['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi']
	Accuracy: 0.28077	Precision: 0.17621	Recall: 1.00000	F1: 0.29963	F2: 0.51680
	Total predictions: 13000	True positives: 2000	False positives: 9350	False negatives:    0	True negatives: 1650

['poi', 'expenses', 'restricted_stock_deferred', 'from_messages']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'from_messages']
	Accuracy: 0.29977	Precision: 0.17337	Recall: 0.94250	F1: 0.29286	F2: 0.49939
	Total predictions: 13000	True positives: 1885	False positives: 8988	False negatives:  115	True negatives: 2012

['poi', 'expenses', 'restricted_stock_deferred', 'other']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'other']
	Accuracy: 0.30233	Precision: 0.18530	Recall: 0.93800	F1: 0.30947	F2: 0.51755
	Total predictions: 12000	True positives: 1876	False positives: 8248	False negatives:  124	True negatives: 1752

['poi', 'expenses', 'restricted_stock_deferred', 'director_fees']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'director_fees']
	Accuracy: 0.44100	Precision: 0.24543	Recall: 1.00000	F1: 0.39413	F2: 0.61923
	Total predictions: 11000	True positives: 2000	False positives: 6149	False negatives:    0	True negatives: 2851

['poi', 'expenses', 'restricted_stock_deferred', 'resto_dirfees']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'resto_dirfees']
	Accuracy: 0.35245	Precision: 0.21923	Recall: 1.00000	F1: 0.35962	F2: 0.58401
	Total predictions: 11000	True positives: 2000	False positives: 7123	False negatives:    0	True negatives: 1877

['poi', 'expenses', 'restricted_stock_deferred', 'bonus']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'bonus']
	Accuracy: 0.31292	Precision: 0.19522	Recall: 1.00000	F1: 0.32666	F2: 0.54810
	Total predictions: 12000	True positives: 2000	False positives: 8245	False negatives:    0	True negatives: 1755

['poi', 'expenses', 'restricted_stock_deferred', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'total_stock_value']
	Accuracy: 0.26014	Precision: 0.16184	Recall: 1.00000	F1: 0.27859	F2: 0.49121
	Total predictions: 14000	True positives: 2000	False positives: 10358	False negatives:    0	True negatives: 1642

['poi', 'expenses', 'restricted_stock_deferred', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'from_poi_to_this_person']
	Accuracy: 0.30458	Precision: 0.19333	Recall: 1.00000	F1: 0.32402	F2: 0.54511
	Total predictions: 12000	True positives: 2000	False positives: 8345	False negatives:    0	True negatives: 1655

['poi', 'expenses', 'restricted_stock_deferred', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'from_this_person_to_poi']
	Accuracy: 0.30558	Precision: 0.18596	Recall: 0.93750	F1: 0.31035	F2: 0.51844
	Total predictions: 12000	True positives: 1875	False positives: 8208	False negatives:  125	True negatives: 1792

['poi', 'expenses', 'restricted_stock_deferred', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'restricted_stock']
	Accuracy: 0.28123	Precision: 0.17596	Recall: 0.99700	F1: 0.29913	F2: 0.51573
	Total predictions: 13000	True positives: 1994	False positives: 9338	False negatives:    6	True negatives: 1662

['poi', 'expenses', 'restricted_stock_deferred', 'salary']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'salary']
	Accuracy: 0.30842	Precision: 0.19330	Recall: 0.99250	F1: 0.32358	F2: 0.54327
	Total predictions: 12000	True positives: 1985	False positives: 8284	False negatives:   15	True negatives: 1716

['poi', 'expenses', 'restricted_stock_deferred', 'total_payments']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'total_payments']
	Accuracy: 0.27777	Precision: 0.17046	Recall: 0.95550	F1: 0.28930	F2: 0.49737
	Total predictions: 13000	True positives: 1911	False positives: 9300	False negatives:   89	True negatives: 1700

['poi', 'expenses', 'restricted_stock_deferred', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'exercised_stock_options']
	Accuracy: 0.26486	Precision: 0.16271	Recall: 1.00000	F1: 0.27988	F2: 0.49281
	Total predictions: 14000	True positives: 2000	False positives: 10292	False negatives:    0	True negatives: 1708

['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages']
	Accuracy: 0.76258	Precision: 0.14946	Recall: 0.09050	F1: 0.11274	F2: 0.09825
	Total predictions: 12000	True positives:  181	False positives: 1030	False negatives: 1819	True negatives: 8970

['poi', 'expenses', 'shared_receipt_with_poi', 'other']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'other']
	Accuracy: 0.80131	Precision: 0.01173	Recall: 0.00350	F1: 0.00539	F2: 0.00407
	Total predictions: 13000	True positives:    7	False positives:  590	False negatives: 1993	True negatives: 10410

['poi', 'expenses', 'shared_receipt_with_poi', 'director_fees']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'director_fees']
	Accuracy: 0.27862	Precision: 0.17578	Recall: 1.00000	F1: 0.29900	F2: 0.51605
	Total predictions: 13000	True positives: 2000	False positives: 9378	False negatives:    0	True negatives: 1622

['poi', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees']
	Accuracy: 0.18608	Precision: 0.15897	Recall: 1.00000	F1: 0.27433	F2: 0.48589
	Total predictions: 13000	True positives: 2000	False positives: 10581	False negatives:    0	True negatives:  419

['poi', 'expenses', 'shared_receipt_with_poi', 'bonus']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'bonus']
	Accuracy: 0.82469	Precision: 0.38404	Recall: 0.23100	F1: 0.28848	F2: 0.25101
	Total predictions: 13000	True positives:  462	False positives:  741	False negatives: 1538	True negatives: 10259

['poi', 'expenses', 'shared_receipt_with_poi', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'total_stock_value']
	Accuracy: 0.84643	Precision: 0.43981	Recall: 0.27400	F1: 0.33765	F2: 0.29634
	Total predictions: 14000	True positives:  548	False positives:  698	False negatives: 1452	True negatives: 11302

['poi', 'expenses', 'shared_receipt_with_poi', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'from_poi_to_this_person']
	Accuracy: 0.78308	Precision: 0.03400	Recall: 0.01100	F1: 0.01662	F2: 0.01272
	Total predictions: 12000	True positives:   22	False positives:  625	False negatives: 1978	True negatives: 9375

['poi', 'expenses', 'shared_receipt_with_poi', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'from_this_person_to_poi']
	Accuracy: 0.77842	Precision: 0.00894	Recall: 0.00300	F1: 0.00449	F2: 0.00346
	Total predictions: 12000	True positives:    6	False positives:  665	False negatives: 1994	True negatives: 9335

['poi', 'expenses', 'shared_receipt_with_poi', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'restricted_stock']
	Accuracy: 0.80708	Precision: 0.20047	Recall: 0.08500	F1: 0.11938	F2: 0.09607
	Total predictions: 13000	True positives:  170	False positives:  678	False negatives: 1830	True negatives: 10322

['poi', 'expenses', 'shared_receipt_with_poi', 'salary']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'salary']
	Accuracy: 0.81300	Precision: 0.26082	Recall: 0.11750	F1: 0.16201	F2: 0.13201
	Total predictions: 13000	True positives:  235	False positives:  666	False negatives: 1765	True negatives: 10334

['poi', 'expenses', 'shared_receipt_with_poi', 'total_payments']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'total_payments']
	Accuracy: 0.82429	Precision: 0.08484	Recall: 0.02350	F1: 0.03681	F2: 0.02747
	Total predictions: 14000	True positives:   47	False positives:  507	False negatives: 1953	True negatives: 11493

['poi', 'expenses', 'shared_receipt_with_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'exercised_stock_options']
	Accuracy: 0.84714	Precision: 0.44281	Recall: 0.27100	F1: 0.33623	F2: 0.29380
	Total predictions: 14000	True positives:  542	False positives:  682	False negatives: 1458	True negatives: 11318

['poi', 'expenses', 'from_messages', 'other']
GaussianNB()
['poi', 'expenses', 'from_messages', 'other']
	Accuracy: 0.78862	Precision: 0.08444	Recall: 0.03800	F1: 0.05241	F2: 0.04270
	Total predictions: 13000	True positives:   76	False positives:  824	False negatives: 1924	True negatives: 10176

['poi', 'expenses', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'expenses', 'from_messages', 'director_fees']
	Accuracy: 0.29977	Precision: 0.17337	Recall: 0.94250	F1: 0.29286	F2: 0.49939
	Total predictions: 13000	True positives: 1885	False positives: 8988	False negatives:  115	True negatives: 2012

['poi', 'expenses', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'expenses', 'from_messages', 'resto_dirfees']
	Accuracy: 0.20608	Precision: 0.15499	Recall: 0.93450	F1: 0.26588	F2: 0.46588
	Total predictions: 13000	True positives: 1869	False positives: 10190	False negatives:  131	True negatives:  810

['poi', 'expenses', 'from_messages', 'bonus']
GaussianNB()
['poi', 'expenses', 'from_messages', 'bonus']
	Accuracy: 0.81169	Precision: 0.32194	Recall: 0.20250	F1: 0.24862	F2: 0.21873
	Total predictions: 13000	True positives:  405	False positives:  853	False negatives: 1595	True negatives: 10147

['poi', 'expenses', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'from_messages', 'total_stock_value']
	Accuracy: 0.86686	Precision: 0.56814	Recall: 0.28350	F1: 0.37825	F2: 0.31507
	Total predictions: 14000	True positives:  567	False positives:  431	False negatives: 1433	True negatives: 11569

['poi', 'expenses', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.75192	Precision: 0.11984	Recall: 0.07700	F1: 0.09376	F2: 0.08293
	Total predictions: 12000	True positives:  154	False positives: 1131	False negatives: 1846	True negatives: 8869

['poi', 'expenses', 'from_messages', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'from_messages', 'from_this_person_to_poi']
	Accuracy: 0.75317	Precision: 0.09099	Recall: 0.05350	F1: 0.06738	F2: 0.05830
	Total predictions: 12000	True positives:  107	False positives: 1069	False negatives: 1893	True negatives: 8931

['poi', 'expenses', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'from_messages', 'restricted_stock']
	Accuracy: 0.81585	Precision: 0.26092	Recall: 0.10750	F1: 0.15227	F2: 0.12183
	Total predictions: 13000	True positives:  215	False positives:  609	False negatives: 1785	True negatives: 10391

['poi', 'expenses', 'from_messages', 'salary']
GaussianNB()
['poi', 'expenses', 'from_messages', 'salary']
	Accuracy: 0.79723	Precision: 0.25762	Recall: 0.16900	F1: 0.20411	F2: 0.18149
	Total predictions: 13000	True positives:  338	False positives:  974	False negatives: 1662	True negatives: 10026

['poi', 'expenses', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'expenses', 'from_messages', 'total_payments']
	Accuracy: 0.83686	Precision: 0.17727	Recall: 0.03900	F1: 0.06393	F2: 0.04621
	Total predictions: 14000	True positives:   78	False positives:  362	False negatives: 1922	True negatives: 11638

['poi', 'expenses', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.85871	Precision: 0.50996	Recall: 0.28150	F1: 0.36276	F2: 0.30920
	Total predictions: 14000	True positives:  563	False positives:  541	False negatives: 1437	True negatives: 11459

['poi', 'expenses', 'other', 'director_fees']
GaussianNB()
['poi', 'expenses', 'other', 'director_fees']
	Accuracy: 0.29108	Precision: 0.18218	Recall: 0.93250	F1: 0.30481	F2: 0.51132
	Total predictions: 12000	True positives: 1865	False positives: 8372	False negatives:  135	True negatives: 1628

['poi', 'expenses', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'expenses', 'other', 'resto_dirfees']
	Accuracy: 0.19550	Precision: 0.16465	Recall: 0.93950	F1: 0.28020	F2: 0.48398
	Total predictions: 12000	True positives: 1879	False positives: 9533	False negatives:  121	True negatives:  467

['poi', 'expenses', 'other', 'bonus']
GaussianNB()
['poi', 'expenses', 'other', 'bonus']
	Accuracy: 0.80609	Precision: 0.38786	Recall: 0.11500	F1: 0.17740	F2: 0.13383
	Total predictions: 11000	True positives:  230	False positives:  363	False negatives: 1770	True negatives: 8637

['poi', 'expenses', 'other', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'other', 'total_stock_value']
	Accuracy: 0.85214	Precision: 0.45647	Recall: 0.18350	F1: 0.26177	F2: 0.20843
	Total predictions: 14000	True positives:  367	False positives:  437	False negatives: 1633	True negatives: 11563

['poi', 'expenses', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'other', 'from_poi_to_this_person']
	Accuracy: 0.80450	Precision: 0.01944	Recall: 0.00350	F1: 0.00593	F2: 0.00419
	Total predictions: 12000	True positives:    7	False positives:  353	False negatives: 1993	True negatives: 9647

['poi', 'expenses', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'other', 'from_this_person_to_poi']
	Accuracy: 0.79558	Precision: 0.00438	Recall: 0.00100	F1: 0.00163	F2: 0.00118
	Total predictions: 12000	True positives:    2	False positives:  455	False negatives: 1998	True negatives: 9545

['poi', 'expenses', 'other', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'other', 'restricted_stock']
	Accuracy: 0.81831	Precision: 0.18357	Recall: 0.05250	F1: 0.08165	F2: 0.06125
	Total predictions: 13000	True positives:  105	False positives:  467	False negatives: 1895	True negatives: 10533

['poi', 'expenses', 'other', 'salary']
GaussianNB()
['poi', 'expenses', 'other', 'salary']
	Accuracy: 0.80064	Precision: 0.24935	Recall: 0.04800	F1: 0.08050	F2: 0.05725
	Total predictions: 11000	True positives:   96	False positives:  289	False negatives: 1904	True negatives: 8711

['poi', 'expenses', 'other', 'total_payments']
GaussianNB()
['poi', 'expenses', 'other', 'total_payments']
	Accuracy: 0.81362	Precision: 0.01155	Recall: 0.00250	F1: 0.00411	F2: 0.00296
	Total predictions: 13000	True positives:    5	False positives:  428	False negatives: 1995	True negatives: 10572

['poi', 'expenses', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'other', 'exercised_stock_options']
	Accuracy: 0.84807	Precision: 0.42359	Recall: 0.17600	F1: 0.24868	F2: 0.19930
	Total predictions: 14000	True positives:  352	False positives:  479	False negatives: 1648	True negatives: 11521

['poi', 'expenses', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'expenses', 'director_fees', 'resto_dirfees']
	Accuracy: 0.34173	Precision: 0.21643	Recall: 1.00000	F1: 0.35584	F2: 0.58001
	Total predictions: 11000	True positives: 2000	False positives: 7241	False negatives:    0	True negatives: 1759

['poi', 'expenses', 'director_fees', 'bonus']
GaussianNB()
['poi', 'expenses', 'director_fees', 'bonus']
	Accuracy: 0.30533	Precision: 0.19350	Recall: 1.00000	F1: 0.32425	F2: 0.54538
	Total predictions: 12000	True positives: 2000	False positives: 8336	False negatives:    0	True negatives: 1664

['poi', 'expenses', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'director_fees', 'total_stock_value']
	Accuracy: 0.26129	Precision: 0.16205	Recall: 1.00000	F1: 0.27890	F2: 0.49159
	Total predictions: 14000	True positives: 2000	False positives: 10342	False negatives:    0	True negatives: 1658

['poi', 'expenses', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.30083	Precision: 0.19249	Recall: 1.00000	F1: 0.32284	F2: 0.54377
	Total predictions: 12000	True positives: 2000	False positives: 8390	False negatives:    0	True negatives: 1610

['poi', 'expenses', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.30117	Precision: 0.18622	Recall: 0.94750	F1: 0.31127	F2: 0.52129
	Total predictions: 12000	True positives: 1895	False positives: 8281	False negatives:  105	True negatives: 1719

['poi', 'expenses', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'director_fees', 'restricted_stock']
	Accuracy: 0.25907	Precision: 0.16038	Recall: 0.98850	F1: 0.27598	F2: 0.48630
	Total predictions: 14000	True positives: 1977	False positives: 10350	False negatives:   23	True negatives: 1650

['poi', 'expenses', 'director_fees', 'salary']
GaussianNB()
['poi', 'expenses', 'director_fees', 'salary']
	Accuracy: 0.29792	Precision: 0.19090	Recall: 0.99200	F1: 0.32018	F2: 0.53934
	Total predictions: 12000	True positives: 1984	False positives: 8409	False negatives:   16	True negatives: 1591

['poi', 'expenses', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'expenses', 'director_fees', 'total_payments']
	Accuracy: 0.35100	Precision: 0.18375	Recall: 0.93500	F1: 0.30714	F2: 0.51439
	Total predictions: 13000	True positives: 1870	False positives: 8307	False negatives:  130	True negatives: 2693

['poi', 'expenses', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.26750	Precision: 0.16320	Recall: 1.00000	F1: 0.28060	F2: 0.49371
	Total predictions: 14000	True positives: 2000	False positives: 10255	False negatives:    0	True negatives: 1745

['poi', 'expenses', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'bonus']
	Accuracy: 0.21864	Precision: 0.18877	Recall: 1.00000	F1: 0.31759	F2: 0.53778
	Total predictions: 11000	True positives: 2000	False positives: 8595	False negatives:    0	True negatives:  405

['poi', 'expenses', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.20179	Precision: 0.15048	Recall: 0.98750	F1: 0.26116	F2: 0.46746
	Total predictions: 14000	True positives: 1975	False positives: 11150	False negatives:   25	True negatives:  850

['poi', 'expenses', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.20208	Precision: 0.17279	Recall: 1.00000	F1: 0.29466	F2: 0.51086
	Total predictions: 12000	True positives: 2000	False positives: 9575	False negatives:    0	True negatives:  425

['poi', 'expenses', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.19842	Precision: 0.16575	Recall: 0.94450	F1: 0.28200	F2: 0.48693
	Total predictions: 12000	True positives: 1889	False positives: 9508	False negatives:  111	True negatives:  492

['poi', 'expenses', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.18377	Precision: 0.15827	Recall: 0.99700	F1: 0.27317	F2: 0.48400
	Total predictions: 13000	True positives: 1994	False positives: 10605	False negatives:    6	True negatives:  395

['poi', 'expenses', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'salary']
	Accuracy: 0.20083	Precision: 0.17131	Recall: 0.98900	F1: 0.29204	F2: 0.50599
	Total predictions: 12000	True positives: 1978	False positives: 9568	False negatives:   22	True negatives:  432

['poi', 'expenses', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'total_payments']
	Accuracy: 0.22500	Precision: 0.15107	Recall: 0.87400	F1: 0.25761	F2: 0.44658
	Total predictions: 13000	True positives: 1748	False positives: 9823	False negatives:  252	True negatives: 1177

['poi', 'expenses', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.20515	Precision: 0.16206	Recall: 0.99900	F1: 0.27888	F2: 0.49142
	Total predictions: 13000	True positives: 1998	False positives: 10331	False negatives:    2	True negatives:  669

['poi', 'expenses', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'bonus', 'total_stock_value']
	Accuracy: 0.86029	Precision: 0.51864	Recall: 0.30600	F1: 0.38491	F2: 0.33333
	Total predictions: 14000	True positives:  612	False positives:  568	False negatives: 1388	True negatives: 11432

['poi', 'expenses', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.83333	Precision: 0.50000	Recall: 0.23300	F1: 0.31787	F2: 0.26086
	Total predictions: 12000	True positives:  466	False positives:  466	False negatives: 1534	True negatives: 9534

['poi', 'expenses', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.81942	Precision: 0.40565	Recall: 0.17950	F1: 0.24887	F2: 0.20203
	Total predictions: 12000	True positives:  359	False positives:  526	False negatives: 1641	True negatives: 9474

['poi', 'expenses', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'bonus', 'restricted_stock']
	Accuracy: 0.82431	Precision: 0.35115	Recall: 0.16750	F1: 0.22681	F2: 0.18707
	Total predictions: 13000	True positives:  335	False positives:  619	False negatives: 1665	True negatives: 10381

['poi', 'expenses', 'bonus', 'salary']
GaussianNB()
['poi', 'expenses', 'bonus', 'salary']
	Accuracy: 0.80382	Precision: 0.40771	Recall: 0.17450	F1: 0.24440	F2: 0.19704
	Total predictions: 11000	True positives:  349	False positives:  507	False negatives: 1651	True negatives: 8493

['poi', 'expenses', 'bonus', 'total_payments']
GaussianNB()
['poi', 'expenses', 'bonus', 'total_payments']
	Accuracy: 0.82815	Precision: 0.34524	Recall: 0.13050	F1: 0.18940	F2: 0.14904
	Total predictions: 13000	True positives:  261	False positives:  495	False negatives: 1739	True negatives: 10505

['poi', 'expenses', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'bonus', 'exercised_stock_options']
	Accuracy: 0.85407	Precision: 0.48204	Recall: 0.28850	F1: 0.36096	F2: 0.31369
	Total predictions: 14000	True positives:  577	False positives:  620	False negatives: 1423	True negatives: 11380

['poi', 'expenses', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.87493	Precision: 0.64229	Recall: 0.28100	F1: 0.39096	F2: 0.31662
	Total predictions: 14000	True positives:  562	False positives:  313	False negatives: 1438	True negatives: 11687

['poi', 'expenses', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.87429	Precision: 0.63921	Recall: 0.27550	F1: 0.38505	F2: 0.31088
	Total predictions: 14000	True positives:  551	False positives:  311	False negatives: 1449	True negatives: 11689

['poi', 'expenses', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.86836	Precision: 0.58035	Recall: 0.28350	F1: 0.38092	F2: 0.31581
	Total predictions: 14000	True positives:  567	False positives:  410	False negatives: 1433	True negatives: 11590

['poi', 'expenses', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'expenses', 'total_stock_value', 'salary']
	Accuracy: 0.85886	Precision: 0.51212	Recall: 0.25350	F1: 0.33913	F2: 0.28198
	Total predictions: 14000	True positives:  507	False positives:  483	False negatives: 1493	True negatives: 11517

['poi', 'expenses', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'expenses', 'total_stock_value', 'total_payments']
	Accuracy: 0.85353	Precision: 0.39420	Recall: 0.18350	F1: 0.25043	F2: 0.20546
	Total predictions: 15000	True positives:  367	False positives:  564	False negatives: 1633	True negatives: 12436

['poi', 'expenses', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.85579	Precision: 0.49169	Recall: 0.28100	F1: 0.35762	F2: 0.30734
	Total predictions: 14000	True positives:  562	False positives:  581	False negatives: 1438	True negatives: 11419

['poi', 'expenses', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.78908	Precision: 0.03665	Recall: 0.01050	F1: 0.01632	F2: 0.01225
	Total predictions: 12000	True positives:   21	False positives:  552	False negatives: 1979	True negatives: 9448

['poi', 'expenses', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.82123	Precision: 0.22069	Recall: 0.06400	F1: 0.09922	F2: 0.07459
	Total predictions: 13000	True positives:  128	False positives:  452	False negatives: 1872	True negatives: 10548

['poi', 'expenses', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'expenses', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.81375	Precision: 0.33190	Recall: 0.11600	F1: 0.17192	F2: 0.13335
	Total predictions: 12000	True positives:  232	False positives:  467	False negatives: 1768	True negatives: 9533

['poi', 'expenses', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'expenses', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.82600	Precision: 0.07742	Recall: 0.01200	F1: 0.02078	F2: 0.01444
	Total predictions: 13000	True positives:   24	False positives:  286	False negatives: 1976	True negatives: 10714

['poi', 'expenses', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.86579	Precision: 0.56167	Recall: 0.27550	F1: 0.36967	F2: 0.30676
	Total predictions: 14000	True positives:  551	False positives:  430	False negatives: 1449	True negatives: 11570

['poi', 'expenses', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.81615	Precision: 0.21154	Recall: 0.07150	F1: 0.10688	F2: 0.08241
	Total predictions: 13000	True positives:  143	False positives:  533	False negatives: 1857	True negatives: 10467

['poi', 'expenses', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'expenses', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.80400	Precision: 0.26280	Recall: 0.09750	F1: 0.14223	F2: 0.11153
	Total predictions: 12000	True positives:  195	False positives:  547	False negatives: 1805	True negatives: 9453

['poi', 'expenses', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'expenses', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.82631	Precision: 0.10185	Recall: 0.01650	F1: 0.02840	F2: 0.01982
	Total predictions: 13000	True positives:   33	False positives:  291	False negatives: 1967	True negatives: 10709

['poi', 'expenses', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.86607	Precision: 0.56397	Recall: 0.27550	F1: 0.37017	F2: 0.30690
	Total predictions: 14000	True positives:  551	False positives:  426	False negatives: 1449	True negatives: 11574

['poi', 'expenses', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'expenses', 'restricted_stock', 'salary']
	Accuracy: 0.82785	Precision: 0.32024	Recall: 0.10600	F1: 0.15928	F2: 0.12237
	Total predictions: 13000	True positives:  212	False positives:  450	False negatives: 1788	True negatives: 10550

['poi', 'expenses', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'expenses', 'restricted_stock', 'total_payments']
	Accuracy: 0.83136	Precision: 0.21212	Recall: 0.06650	F1: 0.10126	F2: 0.07708
	Total predictions: 14000	True positives:  133	False positives:  494	False negatives: 1867	True negatives: 11506

['poi', 'expenses', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.86307	Precision: 0.53949	Recall: 0.28350	F1: 0.37168	F2: 0.31323
	Total predictions: 14000	True positives:  567	False positives:  484	False negatives: 1433	True negatives: 11516

['poi', 'expenses', 'salary', 'total_payments']
GaussianNB()
['poi', 'expenses', 'salary', 'total_payments']
	Accuracy: 0.82892	Precision: 0.26068	Recall: 0.06100	F1: 0.09887	F2: 0.07204
	Total predictions: 13000	True positives:  122	False positives:  346	False negatives: 1878	True negatives: 10654

['poi', 'expenses', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'salary', 'exercised_stock_options']
	Accuracy: 0.86350	Precision: 0.54800	Recall: 0.25400	F1: 0.34711	F2: 0.28453
	Total predictions: 14000	True positives:  508	False positives:  419	False negatives: 1492	True negatives: 11581

['poi', 'expenses', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84943	Precision: 0.43525	Recall: 0.18150	F1: 0.25618	F2: 0.20546
	Total predictions: 14000	True positives:  363	False positives:  471	False negatives: 1637	True negatives: 11529

['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred']
	Accuracy: 0.36910	Precision: 0.24070	Recall: 1.00000	F1: 0.38801	F2: 0.61316
	Total predictions: 10000	True positives: 2000	False positives: 6309	False negatives:    0	True negatives: 1691

['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi']
	Accuracy: 0.82742	Precision: 0.47167	Recall: 0.29550	F1: 0.36336	F2: 0.31936
	Total predictions: 12000	True positives:  591	False positives:  662	False negatives: 1409	True negatives: 9338

['poi', 'deferred_income', 'long_term_incentive', 'from_messages']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'from_messages']
	Accuracy: 0.83642	Precision: 0.51467	Recall: 0.32450	F1: 0.39804	F2: 0.35039
	Total predictions: 12000	True positives:  649	False positives:  612	False negatives: 1351	True negatives: 9388

['poi', 'deferred_income', 'long_term_incentive', 'other']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'other']
	Accuracy: 0.81145	Precision: 0.45521	Recall: 0.18800	F1: 0.26610	F2: 0.21301
	Total predictions: 11000	True positives:  376	False positives:  450	False negatives: 1624	True negatives: 8550

['poi', 'deferred_income', 'long_term_incentive', 'director_fees']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'director_fees']
	Accuracy: 0.36270	Precision: 0.23886	Recall: 1.00000	F1: 0.38562	F2: 0.61076
	Total predictions: 10000	True positives: 2000	False positives: 6373	False negatives:    0	True negatives: 1627

['poi', 'deferred_income', 'long_term_incentive', 'resto_dirfees']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'resto_dirfees']
	Accuracy: 0.23990	Precision: 0.20831	Recall: 1.00000	F1: 0.34480	F2: 0.56815
	Total predictions: 10000	True positives: 2000	False positives: 7601	False negatives:    0	True negatives:  399

['poi', 'deferred_income', 'long_term_incentive', 'bonus']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'bonus']
	Accuracy: 0.83791	Precision: 0.58701	Recall: 0.36600	F1: 0.45088	F2: 0.39580
	Total predictions: 11000	True positives:  732	False positives:  515	False negatives: 1268	True negatives: 8485

['poi', 'deferred_income', 'long_term_incentive', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'total_stock_value']
	Accuracy: 0.86521	Precision: 0.54010	Recall: 0.38050	F1: 0.44647	F2: 0.40440
	Total predictions: 14000	True positives:  761	False positives:  648	False negatives: 1239	True negatives: 11352

['poi', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person']
	Accuracy: 0.83450	Precision: 0.50577	Recall: 0.30700	F1: 0.38208	F2: 0.33319
	Total predictions: 12000	True positives:  614	False positives:  600	False negatives: 1386	True negatives: 9400

['poi', 'deferred_income', 'long_term_incentive', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'from_this_person_to_poi']
	Accuracy: 0.80100	Precision: 0.41790	Recall: 0.24050	F1: 0.30530	F2: 0.26281
	Total predictions: 11000	True positives:  481	False positives:  670	False negatives: 1519	True negatives: 8330

['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock']
	Accuracy: 0.84692	Precision: 0.50371	Recall: 0.33950	F1: 0.40562	F2: 0.36318
	Total predictions: 13000	True positives:  679	False positives:  669	False negatives: 1321	True negatives: 10331

['poi', 'deferred_income', 'long_term_incentive', 'salary']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'salary']
	Accuracy: 0.83445	Precision: 0.57643	Recall: 0.33750	F1: 0.42573	F2: 0.36801
	Total predictions: 11000	True positives:  675	False positives:  496	False negatives: 1325	True negatives: 8504

['poi', 'deferred_income', 'long_term_incentive', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'total_payments']
	Accuracy: 0.83069	Precision: 0.39940	Recall: 0.19950	F1: 0.26609	F2: 0.22169
	Total predictions: 13000	True positives:  399	False positives:  600	False negatives: 1601	True negatives: 10400

['poi', 'deferred_income', 'long_term_incentive', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'exercised_stock_options']
	Accuracy: 0.85400	Precision: 0.53823	Recall: 0.35900	F1: 0.43071	F2: 0.38462
	Total predictions: 13000	True positives:  718	False positives:  616	False negatives: 1282	True negatives: 10384

['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi']
	Accuracy: 0.31358	Precision: 0.19537	Recall: 1.00000	F1: 0.32688	F2: 0.54834
	Total predictions: 12000	True positives: 2000	False positives: 8237	False negatives:    0	True negatives: 1763

['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages']
	Accuracy: 0.33658	Precision: 0.19264	Recall: 0.93400	F1: 0.31940	F2: 0.52777
	Total predictions: 12000	True positives: 1868	False positives: 7829	False negatives:  132	True negatives: 2171

['poi', 'deferred_income', 'restricted_stock_deferred', 'other']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'other']
	Accuracy: 0.33309	Precision: 0.20765	Recall: 0.94750	F1: 0.34064	F2: 0.55325
	Total predictions: 11000	True positives: 1895	False positives: 7231	False negatives:  105	True negatives: 1769

['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees']
	Accuracy: 0.70733	Precision: 0.36284	Recall: 1.00000	F1: 0.53248	F2: 0.74008
	Total predictions: 6000	True positives: 1000	False positives: 1756	False negatives:    0	True negatives: 3244

['poi', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees']
	Accuracy: 0.49550	Precision: 0.24832	Recall: 1.00000	F1: 0.39785	F2: 0.62290
	Total predictions: 6000	True positives: 1000	False positives: 3027	False negatives:    0	True negatives: 1973

['poi', 'deferred_income', 'restricted_stock_deferred', 'bonus']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'bonus']
	Accuracy: 0.34491	Precision: 0.21725	Recall: 1.00000	F1: 0.35695	F2: 0.58119
	Total predictions: 11000	True positives: 2000	False positives: 7206	False negatives:    0	True negatives: 1794

['poi', 'deferred_income', 'restricted_stock_deferred', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'total_stock_value']
	Accuracy: 0.26650	Precision: 0.16301	Recall: 1.00000	F1: 0.28033	F2: 0.49336
	Total predictions: 14000	True positives: 2000	False positives: 10269	False negatives:    0	True negatives: 1731

['poi', 'deferred_income', 'restricted_stock_deferred', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'from_poi_to_this_person']
	Accuracy: 0.33818	Precision: 0.21552	Recall: 1.00000	F1: 0.35461	F2: 0.57870
	Total predictions: 11000	True positives: 2000	False positives: 7280	False negatives:    0	True negatives: 1720

['poi', 'deferred_income', 'restricted_stock_deferred', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'from_this_person_to_poi']
	Accuracy: 0.35050	Precision: 0.22781	Recall: 0.94050	F1: 0.36677	F2: 0.57852
	Total predictions: 10000	True positives: 1881	False positives: 6376	False negatives:  119	True negatives: 1624

['poi', 'deferred_income', 'restricted_stock_deferred', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'restricted_stock']
	Accuracy: 0.30667	Precision: 0.19279	Recall: 0.99150	F1: 0.32281	F2: 0.54222
	Total predictions: 12000	True positives: 1983	False positives: 8303	False negatives:   17	True negatives: 1697

['poi', 'deferred_income', 'restricted_stock_deferred', 'salary']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'salary']
	Accuracy: 0.30842	Precision: 0.19384	Recall: 0.99700	F1: 0.32457	F2: 0.54520
	Total predictions: 12000	True positives: 1994	False positives: 8293	False negatives:    6	True negatives: 1707

['poi', 'deferred_income', 'restricted_stock_deferred', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'total_payments']
	Accuracy: 0.27546	Precision: 0.16941	Recall: 0.95050	F1: 0.28757	F2: 0.49451
	Total predictions: 13000	True positives: 1901	False positives: 9320	False negatives:   99	True negatives: 1680

['poi', 'deferred_income', 'restricted_stock_deferred', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'exercised_stock_options']
	Accuracy: 0.28808	Precision: 0.17770	Recall: 1.00000	F1: 0.30177	F2: 0.51935
	Total predictions: 13000	True positives: 2000	False positives: 9255	False negatives:    0	True negatives: 1745

['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages']
	Accuracy: 0.80827	Precision: 0.43743	Recall: 0.19050	F1: 0.26541	F2: 0.21474
	Total predictions: 11000	True positives:  381	False positives:  490	False negatives: 1619	True negatives: 8510

['poi', 'deferred_income', 'shared_receipt_with_poi', 'other']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'other']
	Accuracy: 0.82577	Precision: 0.34647	Recall: 0.14950	F1: 0.20887	F2: 0.16868
	Total predictions: 13000	True positives:  299	False positives:  564	False negatives: 1701	True negatives: 10436

['poi', 'deferred_income', 'shared_receipt_with_poi', 'director_fees']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'director_fees']
	Accuracy: 0.30617	Precision: 0.19369	Recall: 1.00000	F1: 0.32452	F2: 0.54567
	Total predictions: 12000	True positives: 2000	False positives: 8326	False negatives:    0	True negatives: 1674

['poi', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees']
	Accuracy: 0.21545	Precision: 0.18815	Recall: 1.00000	F1: 0.31671	F2: 0.53677
	Total predictions: 11000	True positives: 2000	False positives: 8630	False negatives:    0	True negatives:  370

['poi', 'deferred_income', 'shared_receipt_with_poi', 'bonus']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'bonus']
	Accuracy: 0.84058	Precision: 0.53401	Recall: 0.34150	F1: 0.41659	F2: 0.36804
	Total predictions: 12000	True positives:  683	False positives:  596	False negatives: 1317	True negatives: 9404

['poi', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value']
	Accuracy: 0.84864	Precision: 0.46036	Recall: 0.34550	F1: 0.39474	F2: 0.36365
	Total predictions: 14000	True positives:  691	False positives:  810	False negatives: 1309	True negatives: 11190

['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_poi_to_this_person']
	Accuracy: 0.78973	Precision: 0.33118	Recall: 0.15350	F1: 0.20977	F2: 0.17195
	Total predictions: 11000	True positives:  307	False positives:  620	False negatives: 1693	True negatives: 8380

['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_this_person_to_poi']
	Accuracy: 0.78745	Precision: 0.31630	Recall: 0.14550	F1: 0.19932	F2: 0.16312
	Total predictions: 11000	True positives:  291	False positives:  629	False negatives: 1709	True negatives: 8371

['poi', 'deferred_income', 'shared_receipt_with_poi', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'restricted_stock']
	Accuracy: 0.82115	Precision: 0.38532	Recall: 0.27300	F1: 0.31958	F2: 0.28990
	Total predictions: 13000	True positives:  546	False positives:  871	False negatives: 1454	True negatives: 10129

['poi', 'deferred_income', 'shared_receipt_with_poi', 'salary']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'salary']
	Accuracy: 0.83869	Precision: 0.46232	Recall: 0.29750	F1: 0.36203	F2: 0.32034
	Total predictions: 13000	True positives:  595	False positives:  692	False negatives: 1405	True negatives: 10308

['poi', 'deferred_income', 'shared_receipt_with_poi', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'total_payments']
	Accuracy: 0.84779	Precision: 0.42321	Recall: 0.18050	F1: 0.25307	F2: 0.20389
	Total predictions: 14000	True positives:  361	False positives:  492	False negatives: 1639	True negatives: 11508

['poi', 'deferred_income', 'shared_receipt_with_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'exercised_stock_options']
	Accuracy: 0.86257	Precision: 0.52722	Recall: 0.36800	F1: 0.43345	F2: 0.39166
	Total predictions: 14000	True positives:  736	False positives:  660	False negatives: 1264	True negatives: 11340

['poi', 'deferred_income', 'from_messages', 'other']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'other']
	Accuracy: 0.82900	Precision: 0.36898	Recall: 0.15700	F1: 0.22027	F2: 0.17738
	Total predictions: 13000	True positives:  314	False positives:  537	False negatives: 1686	True negatives: 10463

['poi', 'deferred_income', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'director_fees']
	Accuracy: 0.33292	Precision: 0.19170	Recall: 0.93350	F1: 0.31809	F2: 0.52624
	Total predictions: 12000	True positives: 1867	False positives: 7872	False negatives:  133	True negatives: 2128

['poi', 'deferred_income', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'resto_dirfees']
	Accuracy: 0.24091	Precision: 0.18471	Recall: 0.93000	F1: 0.30820	F2: 0.51467
	Total predictions: 11000	True positives: 1860	False positives: 8210	False negatives:  140	True negatives:  790

['poi', 'deferred_income', 'from_messages', 'bonus']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'bonus']
	Accuracy: 0.85700	Precision: 0.61697	Recall: 0.37450	F1: 0.46609	F2: 0.40645
	Total predictions: 12000	True positives:  749	False positives:  465	False negatives: 1251	True negatives: 9535

['poi', 'deferred_income', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'total_stock_value']
	Accuracy: 0.86643	Precision: 0.54571	Recall: 0.38800	F1: 0.45354	F2: 0.41180
	Total predictions: 14000	True positives:  776	False positives:  646	False negatives: 1224	True negatives: 11354

['poi', 'deferred_income', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.81018	Precision: 0.45573	Recall: 0.22650	F1: 0.30261	F2: 0.25183
	Total predictions: 11000	True positives:  453	False positives:  541	False negatives: 1547	True negatives: 8459

['poi', 'deferred_income', 'from_messages', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'from_this_person_to_poi']
	Accuracy: 0.76264	Precision: 0.31246	Recall: 0.25450	F1: 0.28052	F2: 0.26431
	Total predictions: 11000	True positives:  509	False positives: 1120	False negatives: 1491	True negatives: 7880

['poi', 'deferred_income', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'restricted_stock']
	Accuracy: 0.84900	Precision: 0.51528	Recall: 0.31200	F1: 0.38866	F2: 0.33873
	Total predictions: 13000	True positives:  624	False positives:  587	False negatives: 1376	True negatives: 10413

['poi', 'deferred_income', 'from_messages', 'salary']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'salary']
	Accuracy: 0.85600	Precision: 0.55120	Recall: 0.34450	F1: 0.42400	F2: 0.37243
	Total predictions: 13000	True positives:  689	False positives:  561	False negatives: 1311	True negatives: 10439

['poi', 'deferred_income', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'total_payments']
	Accuracy: 0.85086	Precision: 0.44848	Recall: 0.19150	F1: 0.26840	F2: 0.21629
	Total predictions: 14000	True positives:  383	False positives:  471	False negatives: 1617	True negatives: 11529

['poi', 'deferred_income', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.87214	Precision: 0.57104	Recall: 0.42200	F1: 0.48534	F2: 0.44524
	Total predictions: 14000	True positives:  844	False positives:  634	False negatives: 1156	True negatives: 11366

['poi', 'deferred_income', 'other', 'director_fees']
GaussianNB()
['poi', 'deferred_income', 'other', 'director_fees']
	Accuracy: 0.32409	Precision: 0.20516	Recall: 0.94550	F1: 0.33717	F2: 0.54917
	Total predictions: 11000	True positives: 1891	False positives: 7326	False negatives:  109	True negatives: 1674

['poi', 'deferred_income', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'deferred_income', 'other', 'resto_dirfees']
	Accuracy: 0.21073	Precision: 0.18065	Recall: 0.94500	F1: 0.30332	F2: 0.51186
	Total predictions: 11000	True positives: 1890	False positives: 8572	False negatives:  110	True negatives:  428

['poi', 'deferred_income', 'other', 'bonus']
GaussianNB()
['poi', 'deferred_income', 'other', 'bonus']
	Accuracy: 0.82282	Precision: 0.52975	Recall: 0.22700	F1: 0.31782	F2: 0.25629
	Total predictions: 11000	True positives:  454	False positives:  403	False negatives: 1546	True negatives: 8597

['poi', 'deferred_income', 'other', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'other', 'total_stock_value']
	Accuracy: 0.85707	Precision: 0.49957	Recall: 0.29150	F1: 0.36817	F2: 0.31799
	Total predictions: 14000	True positives:  583	False positives:  584	False negatives: 1417	True negatives: 11416

['poi', 'deferred_income', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'other', 'from_poi_to_this_person']
	Accuracy: 0.82158	Precision: 0.41906	Recall: 0.18250	F1: 0.25427	F2: 0.20573
	Total predictions: 12000	True positives:  365	False positives:  506	False negatives: 1635	True negatives: 9494

['poi', 'deferred_income', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'other', 'from_this_person_to_poi']
	Accuracy: 0.80858	Precision: 0.35015	Recall: 0.17350	F1: 0.23203	F2: 0.19297
	Total predictions: 12000	True positives:  347	False positives:  644	False negatives: 1653	True negatives: 9356

['poi', 'deferred_income', 'other', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'other', 'restricted_stock']
	Accuracy: 0.83677	Precision: 0.43776	Recall: 0.21450	F1: 0.28792	F2: 0.23886
	Total predictions: 13000	True positives:  429	False positives:  551	False negatives: 1571	True negatives: 10449

['poi', 'deferred_income', 'other', 'salary']
GaussianNB()
['poi', 'deferred_income', 'other', 'salary']
	Accuracy: 0.82473	Precision: 0.54433	Recall: 0.22100	F1: 0.31437	F2: 0.25079
	Total predictions: 11000	True positives:  442	False positives:  370	False negatives: 1558	True negatives: 8630

['poi', 'deferred_income', 'other', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'other', 'total_payments']
	Accuracy: 0.83123	Precision: 0.37690	Recall: 0.14850	F1: 0.21306	F2: 0.16898
	Total predictions: 13000	True positives:  297	False positives:  491	False negatives: 1703	True negatives: 10509

['poi', 'deferred_income', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'other', 'exercised_stock_options']
	Accuracy: 0.86143	Precision: 0.52737	Recall: 0.28900	F1: 0.37339	F2: 0.31772
	Total predictions: 14000	True positives:  578	False positives:  518	False negatives: 1422	True negatives: 11482

['poi', 'deferred_income', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'resto_dirfees']
	Accuracy: 0.48500	Precision: 0.24450	Recall: 1.00000	F1: 0.39293	F2: 0.61805
	Total predictions: 6000	True positives: 1000	False positives: 3090	False negatives:    0	True negatives: 1910

['poi', 'deferred_income', 'director_fees', 'bonus']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'bonus']
	Accuracy: 0.35000	Precision: 0.23529	Recall: 1.00000	F1: 0.38095	F2: 0.60606
	Total predictions: 10000	True positives: 2000	False positives: 6500	False negatives:    0	True negatives: 1500

['poi', 'deferred_income', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'total_stock_value']
	Accuracy: 0.25529	Precision: 0.16095	Recall: 1.00000	F1: 0.27728	F2: 0.48957
	Total predictions: 14000	True positives: 2000	False positives: 10426	False negatives:    0	True negatives: 1574

['poi', 'deferred_income', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.33382	Precision: 0.21441	Recall: 1.00000	F1: 0.35311	F2: 0.57710
	Total predictions: 11000	True positives: 2000	False positives: 7328	False negatives:    0	True negatives: 1672

['poi', 'deferred_income', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.34800	Precision: 0.22573	Recall: 0.93000	F1: 0.36328	F2: 0.57266
	Total predictions: 10000	True positives: 1860	False positives: 6380	False negatives:  140	True negatives: 1620

['poi', 'deferred_income', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'restricted_stock']
	Accuracy: 0.27923	Precision: 0.17441	Recall: 0.98700	F1: 0.29644	F2: 0.51092
	Total predictions: 13000	True positives: 1974	False positives: 9344	False negatives:   26	True negatives: 1656

['poi', 'deferred_income', 'director_fees', 'salary']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'salary']
	Accuracy: 0.32400	Precision: 0.21110	Recall: 0.99300	F1: 0.34818	F2: 0.57043
	Total predictions: 11000	True positives: 1986	False positives: 7422	False negatives:   14	True negatives: 1578

['poi', 'deferred_income', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'total_payments']
	Accuracy: 0.59623	Precision: 0.16840	Recall: 0.41250	F1: 0.23917	F2: 0.31979
	Total predictions: 13000	True positives:  825	False positives: 4074	False negatives: 1175	True negatives: 6926

['poi', 'deferred_income', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.27962	Precision: 0.17598	Recall: 1.00000	F1: 0.29929	F2: 0.51640
	Total predictions: 13000	True positives: 2000	False positives: 9365	False negatives:    0	True negatives: 1635

['poi', 'deferred_income', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'bonus']
	Accuracy: 0.23870	Precision: 0.20805	Recall: 1.00000	F1: 0.34444	F2: 0.56776
	Total predictions: 10000	True positives: 2000	False positives: 7613	False negatives:    0	True negatives:  387

['poi', 'deferred_income', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.21543	Precision: 0.14879	Recall: 0.95150	F1: 0.25734	F2: 0.45767
	Total predictions: 14000	True positives: 1903	False positives: 10887	False negatives:   97	True negatives: 1113

['poi', 'deferred_income', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.14260	Precision: 0.10445	Recall: 1.00000	F1: 0.18914	F2: 0.36835
	Total predictions: 10000	True positives: 1000	False positives: 8574	False negatives:    0	True negatives:  426

['poi', 'deferred_income', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.23090	Precision: 0.19790	Recall: 0.93200	F1: 0.32647	F2: 0.53505
	Total predictions: 10000	True positives: 1864	False positives: 7555	False negatives:  136	True negatives:  445

['poi', 'deferred_income', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.19808	Precision: 0.17111	Recall: 0.99150	F1: 0.29185	F2: 0.50615
	Total predictions: 12000	True positives: 1983	False positives: 9606	False negatives:   17	True negatives:  394

['poi', 'deferred_income', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'salary']
	Accuracy: 0.21536	Precision: 0.18695	Recall: 0.99000	F1: 0.31451	F2: 0.53252
	Total predictions: 11000	True positives: 1980	False positives: 8611	False negatives:   20	True negatives:  389

['poi', 'deferred_income', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'total_payments']
	Accuracy: 0.23415	Precision: 0.15294	Recall: 0.87650	F1: 0.26044	F2: 0.45036
	Total predictions: 13000	True positives: 1753	False positives: 9709	False negatives:  247	True negatives: 1291

['poi', 'deferred_income', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.21754	Precision: 0.16046	Recall: 0.96550	F1: 0.27519	F2: 0.48193
	Total predictions: 13000	True positives: 1931	False positives: 10103	False negatives:   69	True negatives:  897

['poi', 'deferred_income', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'bonus', 'total_stock_value']
	Accuracy: 0.85971	Precision: 0.51302	Recall: 0.35450	F1: 0.41928	F2: 0.37785
	Total predictions: 14000	True positives:  709	False positives:  673	False negatives: 1291	True negatives: 11327

['poi', 'deferred_income', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.85233	Precision: 0.60071	Recall: 0.34000	F1: 0.43423	F2: 0.37232
	Total predictions: 12000	True positives:  680	False positives:  452	False negatives: 1320	True negatives: 9548

['poi', 'deferred_income', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.82573	Precision: 0.53508	Recall: 0.31650	F1: 0.39774	F2: 0.34466
	Total predictions: 11000	True positives:  633	False positives:  550	False negatives: 1367	True negatives: 8450

['poi', 'deferred_income', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'bonus', 'restricted_stock']
	Accuracy: 0.84800	Precision: 0.50910	Recall: 0.33550	F1: 0.40446	F2: 0.36006
	Total predictions: 13000	True positives:  671	False positives:  647	False negatives: 1329	True negatives: 10353

['poi', 'deferred_income', 'bonus', 'salary']
GaussianNB()
['poi', 'deferred_income', 'bonus', 'salary']
	Accuracy: 0.83536	Precision: 0.59692	Recall: 0.29100	F1: 0.39126	F2: 0.32423
	Total predictions: 11000	True positives:  582	False positives:  393	False negatives: 1418	True negatives: 8607

['poi', 'deferred_income', 'bonus', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'bonus', 'total_payments']
	Accuracy: 0.84446	Precision: 0.48700	Recall: 0.20600	F1: 0.28953	F2: 0.23287
	Total predictions: 13000	True positives:  412	False positives:  434	False negatives: 1588	True negatives: 10566

['poi', 'deferred_income', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'bonus', 'exercised_stock_options']
	Accuracy: 0.85971	Precision: 0.51368	Recall: 0.33800	F1: 0.40772	F2: 0.36282
	Total predictions: 14000	True positives:  676	False positives:  640	False negatives: 1324	True negatives: 11360

['poi', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.86171	Precision: 0.52402	Recall: 0.34900	F1: 0.41897	F2: 0.37398
	Total predictions: 14000	True positives:  698	False positives:  634	False negatives: 1302	True negatives: 11366

['poi', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.86229	Precision: 0.52748	Recall: 0.34550	F1: 0.41752	F2: 0.37111
	Total predictions: 14000	True positives:  691	False positives:  619	False negatives: 1309	True negatives: 11381

['poi', 'deferred_income', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.87050	Precision: 0.57310	Recall: 0.36650	F1: 0.44709	F2: 0.39498
	Total predictions: 14000	True positives:  733	False positives:  546	False negatives: 1267	True negatives: 11454

['poi', 'deferred_income', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'deferred_income', 'total_stock_value', 'salary']
	Accuracy: 0.86043	Precision: 0.51709	Recall: 0.34800	F1: 0.41602	F2: 0.37235
	Total predictions: 14000	True positives:  696	False positives:  650	False negatives: 1304	True negatives: 11350

['poi', 'deferred_income', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'total_stock_value', 'total_payments']
	Accuracy: 0.85533	Precision: 0.43685	Recall: 0.29400	F1: 0.35146	F2: 0.31457
	Total predictions: 15000	True positives:  588	False positives:  758	False negatives: 1412	True negatives: 12242

['poi', 'deferred_income', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.86400	Precision: 0.53338	Recall: 0.38350	F1: 0.44619	F2: 0.40634
	Total predictions: 14000	True positives:  767	False positives:  671	False negatives: 1233	True negatives: 11329

['poi', 'deferred_income', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.86520	Precision: 0.25900	Recall: 0.18700	F1: 0.21719	F2: 0.19801
	Total predictions: 10000	True positives:  187	False positives:  535	False negatives:  813	True negatives: 8465

['poi', 'deferred_income', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.84023	Precision: 0.46458	Recall: 0.25250	F1: 0.32718	F2: 0.27787
	Total predictions: 13000	True positives:  505	False positives:  582	False negatives: 1495	True negatives: 10418

['poi', 'deferred_income', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'deferred_income', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.84550	Precision: 0.56337	Recall: 0.32450	F1: 0.41180	F2: 0.35457
	Total predictions: 12000	True positives:  649	False positives:  503	False negatives: 1351	True negatives: 9497

['poi', 'deferred_income', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.85243	Precision: 0.45780	Recall: 0.17900	F1: 0.25737	F2: 0.20383
	Total predictions: 14000	True positives:  358	False positives:  424	False negatives: 1642	True negatives: 11576

['poi', 'deferred_income', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.87143	Precision: 0.57899	Recall: 0.36650	F1: 0.44887	F2: 0.39553
	Total predictions: 14000	True positives:  733	False positives:  533	False negatives: 1267	True negatives: 11467

['poi', 'deferred_income', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.82323	Precision: 0.39044	Recall: 0.26550	F1: 0.31607	F2: 0.28365
	Total predictions: 13000	True positives:  531	False positives:  829	False negatives: 1469	True negatives: 10171

['poi', 'deferred_income', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'deferred_income', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.83908	Precision: 0.52977	Recall: 0.30700	F1: 0.38873	F2: 0.33519
	Total predictions: 12000	True positives:  614	False positives:  545	False negatives: 1386	True negatives: 9455

['poi', 'deferred_income', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.84686	Precision: 0.41155	Recall: 0.16750	F1: 0.23810	F2: 0.19004
	Total predictions: 14000	True positives:  335	False positives:  479	False negatives: 1665	True negatives: 11521

['poi', 'deferred_income', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.87314	Precision: 0.58524	Recall: 0.38450	F1: 0.46409	F2: 0.41282
	Total predictions: 14000	True positives:  769	False positives:  545	False negatives: 1231	True negatives: 11455

['poi', 'deferred_income', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock', 'salary']
	Accuracy: 0.85062	Precision: 0.52255	Recall: 0.33600	F1: 0.40901	F2: 0.36184
	Total predictions: 13000	True positives:  672	False positives:  614	False negatives: 1328	True negatives: 10386

['poi', 'deferred_income', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock', 'total_payments']
	Accuracy: 0.83371	Precision: 0.36710	Recall: 0.22650	F1: 0.28015	F2: 0.24529
	Total predictions: 14000	True positives:  453	False positives:  781	False negatives: 1547	True negatives: 11219

['poi', 'deferred_income', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.86686	Precision: 0.55030	Recall: 0.37200	F1: 0.44391	F2: 0.39778
	Total predictions: 14000	True positives:  744	False positives:  608	False negatives: 1256	True negatives: 11392

['poi', 'deferred_income', 'salary', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'salary', 'total_payments']
	Accuracy: 0.84362	Precision: 0.48075	Recall: 0.20600	F1: 0.28841	F2: 0.23258
	Total predictions: 13000	True positives:  412	False positives:  445	False negatives: 1588	True negatives: 10555

['poi', 'deferred_income', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'salary', 'exercised_stock_options']
	Accuracy: 0.87107	Precision: 0.57946	Recall: 0.35550	F1: 0.44066	F2: 0.38528
	Total predictions: 14000	True positives:  711	False positives:  516	False negatives: 1289	True negatives: 11484

['poi', 'deferred_income', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84864	Precision: 0.45221	Recall: 0.28150	F1: 0.34700	F2: 0.30449
	Total predictions: 14000	True positives:  563	False positives:  682	False negatives: 1437	True negatives: 11318

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi']
	Accuracy: 0.31625	Precision: 0.19598	Recall: 1.00000	F1: 0.32773	F2: 0.54930
	Total predictions: 12000	True positives: 2000	False positives: 8205	False negatives:    0	True negatives: 1795

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages']
	Accuracy: 0.34000	Precision: 0.19288	Recall: 0.92950	F1: 0.31947	F2: 0.52699
	Total predictions: 12000	True positives: 1859	False positives: 7779	False negatives:  141	True negatives: 2221

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'other']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'other']
	Accuracy: 0.36220	Precision: 0.23259	Recall: 0.95200	F1: 0.37385	F2: 0.58816
	Total predictions: 10000	True positives: 1904	False positives: 6282	False negatives:   96	True negatives: 1718

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees']
	Accuracy: 0.45556	Precision: 0.16949	Recall: 1.00000	F1: 0.28986	F2: 0.50505
	Total predictions: 9000	True positives: 1000	False positives: 4900	False negatives:    0	True negatives: 3100

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees']
	Accuracy: 0.35675	Precision: 0.16271	Recall: 1.00000	F1: 0.27988	F2: 0.49281
	Total predictions: 8000	True positives: 1000	False positives: 5146	False negatives:    0	True negatives: 1854

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'bonus']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'bonus']
	Accuracy: 0.36320	Precision: 0.23901	Recall: 1.00000	F1: 0.38580	F2: 0.61095
	Total predictions: 10000	True positives: 2000	False positives: 6368	False negatives:    0	True negatives: 1632

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value']
	Accuracy: 0.27985	Precision: 0.17603	Recall: 1.00000	F1: 0.29936	F2: 0.51648
	Total predictions: 13000	True positives: 2000	False positives: 9362	False negatives:    0	True negatives: 1638

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_poi_to_this_person']
	Accuracy: 0.33791	Precision: 0.21545	Recall: 1.00000	F1: 0.35452	F2: 0.57860
	Total predictions: 11000	True positives: 2000	False positives: 7283	False negatives:    0	True negatives: 1717

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_this_person_to_poi']
	Accuracy: 0.35830	Precision: 0.22818	Recall: 0.92700	F1: 0.36622	F2: 0.57488
	Total predictions: 10000	True positives: 1854	False positives: 6271	False negatives:  146	True negatives: 1729

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'restricted_stock']
	Accuracy: 0.30717	Precision: 0.19344	Recall: 0.99600	F1: 0.32396	F2: 0.54432
	Total predictions: 12000	True positives: 1992	False positives: 8306	False negatives:    8	True negatives: 1694

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'salary']
	Accuracy: 0.34727	Precision: 0.21713	Recall: 0.99400	F1: 0.35640	F2: 0.57939
	Total predictions: 11000	True positives: 1988	False positives: 7168	False negatives:   12	True negatives: 1832

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'total_payments']
	Accuracy: 0.27723	Precision: 0.17035	Recall: 0.95550	F1: 0.28915	F2: 0.49719
	Total predictions: 13000	True positives: 1911	False positives: 9307	False negatives:   89	True negatives: 1693

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'exercised_stock_options']
	Accuracy: 0.30825	Precision: 0.19416	Recall: 1.00000	F1: 0.32518	F2: 0.54642
	Total predictions: 12000	True positives: 2000	False positives: 8301	False negatives:    0	True negatives: 1699

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages']
	Accuracy: 0.75773	Precision: 0.25888	Recall: 0.17850	F1: 0.21131	F2: 0.19032
	Total predictions: 11000	True positives:  357	False positives: 1022	False negatives: 1643	True negatives: 7978

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'other']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'other']
	Accuracy: 0.78400	Precision: 0.05015	Recall: 0.01650	F1: 0.02483	F2: 0.01906
	Total predictions: 12000	True positives:   33	False positives:  625	False negatives: 1967	True negatives: 9375

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees']
	Accuracy: 0.29658	Precision: 0.19019	Recall: 0.98850	F1: 0.31900	F2: 0.53737
	Total predictions: 12000	True positives: 1977	False positives: 8418	False negatives:   23	True negatives: 1582

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees']
	Accuracy: 0.21800	Precision: 0.18823	Recall: 0.99650	F1: 0.31665	F2: 0.53610
	Total predictions: 11000	True positives: 1993	False positives: 8595	False negatives:    7	True negatives:  405

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus']
	Accuracy: 0.79691	Precision: 0.39535	Recall: 0.22100	F1: 0.28352	F2: 0.24238
	Total predictions: 11000	True positives:  442	False positives:  676	False negatives: 1558	True negatives: 8324

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value']
	Accuracy: 0.82679	Precision: 0.34386	Recall: 0.23400	F1: 0.27849	F2: 0.24997
	Total predictions: 14000	True positives:  468	False positives:  893	False negatives: 1532	True negatives: 11107

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_poi_to_this_person']
	Accuracy: 0.77473	Precision: 0.24466	Recall: 0.11450	F1: 0.15599	F2: 0.12813
	Total predictions: 11000	True positives:  229	False positives:  707	False negatives: 1771	True negatives: 8293

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_this_person_to_poi']
	Accuracy: 0.76627	Precision: 0.12484	Recall: 0.04750	F1: 0.06882	F2: 0.05422
	Total predictions: 11000	True positives:   95	False positives:  666	False negatives: 1905	True negatives: 8334

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'restricted_stock']
	Accuracy: 0.79838	Precision: 0.23393	Recall: 0.13650	F1: 0.17240	F2: 0.14890
	Total predictions: 13000	True positives:  273	False positives:  894	False negatives: 1727	True negatives: 10106

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'salary']
	Accuracy: 0.79875	Precision: 0.28089	Recall: 0.13300	F1: 0.18052	F2: 0.14865
	Total predictions: 12000	True positives:  266	False positives:  681	False negatives: 1734	True negatives: 9319

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'total_payments']
	Accuracy: 0.82586	Precision: 0.17699	Recall: 0.06000	F1: 0.08962	F2: 0.06914
	Total predictions: 14000	True positives:  120	False positives:  558	False negatives: 1880	True negatives: 11442

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'exercised_stock_options']
	Accuracy: 0.82669	Precision: 0.38913	Recall: 0.22200	F1: 0.28271	F2: 0.24286
	Total predictions: 13000	True positives:  444	False positives:  697	False negatives: 1556	True negatives: 10303

['poi', 'long_term_incentive', 'from_messages', 'other']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'other']
	Accuracy: 0.78450	Precision: 0.14268	Recall: 0.05850	F1: 0.08298	F2: 0.06633
	Total predictions: 12000	True positives:  117	False positives:  703	False negatives: 1883	True negatives: 9297

['poi', 'long_term_incentive', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'director_fees']
	Accuracy: 0.31717	Precision: 0.18805	Recall: 0.93350	F1: 0.31304	F2: 0.52069
	Total predictions: 12000	True positives: 1867	False positives: 8061	False negatives:  133	True negatives: 1939

['poi', 'long_term_incentive', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'resto_dirfees']
	Accuracy: 0.24391	Precision: 0.18575	Recall: 0.93350	F1: 0.30985	F2: 0.51715
	Total predictions: 11000	True positives: 1867	False positives: 8184	False negatives:  133	True negatives:  816

['poi', 'long_term_incentive', 'from_messages', 'bonus']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'bonus']
	Accuracy: 0.79227	Precision: 0.37467	Recall: 0.21300	F1: 0.27160	F2: 0.23312
	Total predictions: 11000	True positives:  426	False positives:  711	False negatives: 1574	True negatives: 8289

['poi', 'long_term_incentive', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'total_stock_value']
	Accuracy: 0.84750	Precision: 0.44534	Recall: 0.27500	F1: 0.34003	F2: 0.29778
	Total predictions: 14000	True positives:  550	False positives:  685	False negatives: 1450	True negatives: 11315

['poi', 'long_term_incentive', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.74127	Precision: 0.23759	Recall: 0.19150	F1: 0.21207	F2: 0.19923
	Total predictions: 11000	True positives:  383	False positives: 1229	False negatives: 1617	True negatives: 7771

['poi', 'long_term_incentive', 'from_messages', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'from_this_person_to_poi']
	Accuracy: 0.71973	Precision: 0.16881	Recall: 0.13800	F1: 0.15186	F2: 0.14323
	Total predictions: 11000	True positives:  276	False positives: 1359	False negatives: 1724	True negatives: 7641

['poi', 'long_term_incentive', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'restricted_stock']
	Accuracy: 0.81231	Precision: 0.30216	Recall: 0.16800	F1: 0.21594	F2: 0.18437
	Total predictions: 13000	True positives:  336	False positives:  776	False negatives: 1664	True negatives: 10224

['poi', 'long_term_incentive', 'from_messages', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'salary']
	Accuracy: 0.81450	Precision: 0.40828	Recall: 0.25150	F1: 0.31126	F2: 0.27242
	Total predictions: 12000	True positives:  503	False positives:  729	False negatives: 1497	True negatives: 9271

['poi', 'long_term_incentive', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'total_payments']
	Accuracy: 0.82464	Precision: 0.18878	Recall: 0.06900	F1: 0.10106	F2: 0.07903
	Total predictions: 14000	True positives:  138	False positives:  593	False negatives: 1862	True negatives: 11407

['poi', 'long_term_incentive', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.83338	Precision: 0.43635	Recall: 0.28450	F1: 0.34443	F2: 0.30578
	Total predictions: 13000	True positives:  569	False positives:  735	False negatives: 1431	True negatives: 10265

['poi', 'long_term_incentive', 'other', 'director_fees']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'director_fees']
	Accuracy: 0.32509	Precision: 0.20406	Recall: 0.93500	F1: 0.33501	F2: 0.54474
	Total predictions: 11000	True positives: 1870	False positives: 7294	False negatives:  130	True negatives: 1706

['poi', 'long_term_incentive', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'resto_dirfees']
	Accuracy: 0.23460	Precision: 0.20008	Recall: 0.94300	F1: 0.33012	F2: 0.54115
	Total predictions: 10000	True positives: 1886	False positives: 7540	False negatives:  114	True negatives:  460

['poi', 'long_term_incentive', 'other', 'bonus']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'bonus']
	Accuracy: 0.76810	Precision: 0.29577	Recall: 0.11550	F1: 0.16613	F2: 0.13153
	Total predictions: 10000	True positives:  231	False positives:  550	False negatives: 1769	True negatives: 7450

['poi', 'long_term_incentive', 'other', 'total_stock_value']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'total_stock_value']
	Accuracy: 0.83577	Precision: 0.42087	Recall: 0.17950	F1: 0.25166	F2: 0.20276
	Total predictions: 13000	True positives:  359	False positives:  494	False negatives: 1641	True negatives: 10506

['poi', 'long_term_incentive', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'from_poi_to_this_person']
	Accuracy: 0.78082	Precision: 0.06737	Recall: 0.01600	F1: 0.02586	F2: 0.01888
	Total predictions: 11000	True positives:   32	False positives:  443	False negatives: 1968	True negatives: 8557

['poi', 'long_term_incentive', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'from_this_person_to_poi']
	Accuracy: 0.76082	Precision: 0.04604	Recall: 0.01600	F1: 0.02375	F2: 0.01840
	Total predictions: 11000	True positives:   32	False positives:  663	False negatives: 1968	True negatives: 8337

['poi', 'long_term_incentive', 'other', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'restricted_stock']
	Accuracy: 0.79758	Precision: 0.16327	Recall: 0.05200	F1: 0.07888	F2: 0.06021
	Total predictions: 12000	True positives:  104	False positives:  533	False negatives: 1896	True negatives: 9467

['poi', 'long_term_incentive', 'other', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'salary']
	Accuracy: 0.76990	Precision: 0.22284	Recall: 0.06050	F1: 0.09516	F2: 0.07082
	Total predictions: 10000	True positives:  121	False positives:  422	False negatives: 1879	True negatives: 7578

['poi', 'long_term_incentive', 'other', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'total_payments']
	Accuracy: 0.80869	Precision: 0.09213	Recall: 0.02750	F1: 0.04236	F2: 0.03199
	Total predictions: 13000	True positives:   55	False positives:  542	False negatives: 1945	True negatives: 10458

['poi', 'long_term_incentive', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'exercised_stock_options']
	Accuracy: 0.83546	Precision: 0.42388	Recall: 0.19350	F1: 0.26571	F2: 0.21710
	Total predictions: 13000	True positives:  387	False positives:  526	False negatives: 1613	True negatives: 10474

['poi', 'long_term_incentive', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'resto_dirfees']
	Accuracy: 0.32378	Precision: 0.14112	Recall: 1.00000	F1: 0.24734	F2: 0.45102
	Total predictions: 9000	True positives: 1000	False positives: 6086	False negatives:    0	True negatives: 1914

['poi', 'long_term_incentive', 'director_fees', 'bonus']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'bonus']
	Accuracy: 0.32518	Precision: 0.21225	Recall: 1.00000	F1: 0.35017	F2: 0.57395
	Total predictions: 11000	True positives: 2000	False positives: 7423	False negatives:    0	True negatives: 1577

['poi', 'long_term_incentive', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'total_stock_value']
	Accuracy: 0.25807	Precision: 0.16146	Recall: 1.00000	F1: 0.27803	F2: 0.49051
	Total predictions: 14000	True positives: 2000	False positives: 10387	False negatives:    0	True negatives: 1613

['poi', 'long_term_incentive', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.32309	Precision: 0.21173	Recall: 1.00000	F1: 0.34947	F2: 0.57320
	Total predictions: 11000	True positives: 2000	False positives: 7446	False negatives:    0	True negatives: 1554

['poi', 'long_term_incentive', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.32145	Precision: 0.20420	Recall: 0.94300	F1: 0.33571	F2: 0.54711
	Total predictions: 11000	True positives: 1886	False positives: 7350	False negatives:  114	True negatives: 1650

['poi', 'long_term_incentive', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'restricted_stock']
	Accuracy: 0.27662	Precision: 0.17446	Recall: 0.99200	F1: 0.29674	F2: 0.51208
	Total predictions: 13000	True positives: 1984	False positives: 9388	False negatives:   16	True negatives: 1612

['poi', 'long_term_incentive', 'director_fees', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'salary']
	Accuracy: 0.30500	Precision: 0.19295	Recall: 0.99600	F1: 0.32327	F2: 0.54355
	Total predictions: 12000	True positives: 1992	False positives: 8332	False negatives:    8	True negatives: 1668

['poi', 'long_term_incentive', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'total_payments']
	Accuracy: 0.33208	Precision: 0.16702	Recall: 0.83800	F1: 0.27852	F2: 0.46465
	Total predictions: 13000	True positives: 1676	False positives: 8359	False negatives:  324	True negatives: 2641

['poi', 'long_term_incentive', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.27531	Precision: 0.17512	Recall: 1.00000	F1: 0.29804	F2: 0.51491
	Total predictions: 13000	True positives: 2000	False positives: 9421	False negatives:    0	True negatives: 1579

['poi', 'long_term_incentive', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'bonus']
	Accuracy: 0.24480	Precision: 0.20932	Recall: 0.99950	F1: 0.34615	F2: 0.56952
	Total predictions: 10000	True positives: 1999	False positives: 7551	False negatives:    1	True negatives:  449

['poi', 'long_term_incentive', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.20038	Precision: 0.15793	Recall: 0.96900	F1: 0.27160	F2: 0.47802
	Total predictions: 13000	True positives: 1938	False positives: 10333	False negatives:   62	True negatives:  667

['poi', 'long_term_incentive', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.23740	Precision: 0.20777	Recall: 1.00000	F1: 0.34406	F2: 0.56734
	Total predictions: 10000	True positives: 2000	False positives: 7626	False negatives:    0	True negatives:  374

['poi', 'long_term_incentive', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.23030	Precision: 0.19752	Recall: 0.93000	F1: 0.32583	F2: 0.53396
	Total predictions: 10000	True positives: 1860	False positives: 7557	False negatives:  140	True negatives:  443

['poi', 'long_term_incentive', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.20000	Precision: 0.17196	Recall: 0.99600	F1: 0.29329	F2: 0.50858
	Total predictions: 12000	True positives: 1992	False positives: 9592	False negatives:    8	True negatives:  408

['poi', 'long_term_incentive', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'salary']
	Accuracy: 0.23920	Precision: 0.20706	Recall: 0.99100	F1: 0.34255	F2: 0.56397
	Total predictions: 10000	True positives: 1982	False positives: 7590	False negatives:   18	True negatives:  410

['poi', 'long_term_incentive', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'total_payments']
	Accuracy: 0.22754	Precision: 0.15264	Recall: 0.88350	F1: 0.26031	F2: 0.45132
	Total predictions: 13000	True positives: 1767	False positives: 9809	False negatives:  233	True negatives: 1191

['poi', 'long_term_incentive', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.20925	Precision: 0.17260	Recall: 0.98700	F1: 0.29382	F2: 0.50779
	Total predictions: 12000	True positives: 1974	False positives: 9463	False negatives:   26	True negatives:  537

['poi', 'long_term_incentive', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'long_term_incentive', 'bonus', 'total_stock_value']
	Accuracy: 0.83438	Precision: 0.44609	Recall: 0.31650	F1: 0.37028	F2: 0.33602
	Total predictions: 13000	True positives:  633	False positives:  786	False negatives: 1367	True negatives: 10214

['poi', 'long_term_incentive', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.81727	Precision: 0.49482	Recall: 0.23900	F1: 0.32232	F2: 0.26656
	Total predictions: 11000	True positives:  478	False positives:  488	False negatives: 1522	True negatives: 8512

['poi', 'long_term_incentive', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.79527	Precision: 0.37954	Recall: 0.19850	F1: 0.26067	F2: 0.21943
	Total predictions: 11000	True positives:  397	False positives:  649	False negatives: 1603	True negatives: 8351

['poi', 'long_term_incentive', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'bonus', 'restricted_stock']
	Accuracy: 0.81200	Precision: 0.38427	Recall: 0.21250	F1: 0.27366	F2: 0.23336
	Total predictions: 12000	True positives:  425	False positives:  681	False negatives: 1575	True negatives: 9319

['poi', 'long_term_incentive', 'bonus', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'bonus', 'salary']
	Accuracy: 0.77300	Precision: 0.36969	Recall: 0.19150	F1: 0.25231	F2: 0.21193
	Total predictions: 10000	True positives:  383	False positives:  653	False negatives: 1617	True negatives: 7347

['poi', 'long_term_incentive', 'bonus', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'bonus', 'total_payments']
	Accuracy: 0.82123	Precision: 0.31293	Recall: 0.13550	F1: 0.18911	F2: 0.15283
	Total predictions: 13000	True positives:  271	False positives:  595	False negatives: 1729	True negatives: 10405

['poi', 'long_term_incentive', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'bonus', 'exercised_stock_options']
	Accuracy: 0.83862	Precision: 0.46254	Recall: 0.30250	F1: 0.36578	F2: 0.32499
	Total predictions: 13000	True positives:  605	False positives:  703	False negatives: 1395	True negatives: 10297

['poi', 'long_term_incentive', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.83569	Precision: 0.43704	Recall: 0.23600	F1: 0.30649	F2: 0.25991
	Total predictions: 13000	True positives:  472	False positives:  608	False negatives: 1528	True negatives: 10392

['poi', 'long_term_incentive', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.83685	Precision: 0.44309	Recall: 0.23550	F1: 0.30754	F2: 0.25985
	Total predictions: 13000	True positives:  471	False positives:  592	False negatives: 1529	True negatives: 10408

['poi', 'long_term_incentive', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.84877	Precision: 0.51554	Recall: 0.28200	F1: 0.36458	F2: 0.31009
	Total predictions: 13000	True positives:  564	False positives:  530	False negatives: 1436	True negatives: 10470

['poi', 'long_term_incentive', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'total_stock_value', 'salary']
	Accuracy: 0.83938	Precision: 0.45872	Recall: 0.24450	F1: 0.31898	F2: 0.26969
	Total predictions: 13000	True positives:  489	False positives:  577	False negatives: 1511	True negatives: 10423

['poi', 'long_term_incentive', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'total_stock_value', 'total_payments']
	Accuracy: 0.83907	Precision: 0.31681	Recall: 0.17900	F1: 0.22875	F2: 0.19606
	Total predictions: 15000	True positives:  358	False positives:  772	False negatives: 1642	True negatives: 12228

['poi', 'long_term_incentive', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.83523	Precision: 0.44564	Recall: 0.29100	F1: 0.35209	F2: 0.31270
	Total predictions: 13000	True positives:  582	False positives:  724	False negatives: 1418	True negatives: 10276

['poi', 'long_term_incentive', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.76280	Precision: 0.13241	Recall: 0.03350	F1: 0.05347	F2: 0.03938
	Total predictions: 10000	True positives:   67	False positives:  439	False negatives: 1933	True negatives: 7561

['poi', 'long_term_incentive', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.80275	Precision: 0.28386	Recall: 0.12050	F1: 0.16918	F2: 0.13617
	Total predictions: 12000	True positives:  241	False positives:  608	False negatives: 1759	True negatives: 9392

['poi', 'long_term_incentive', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.80091	Precision: 0.35385	Recall: 0.11500	F1: 0.17358	F2: 0.13295
	Total predictions: 11000	True positives:  230	False positives:  420	False negatives: 1770	True negatives: 8580

['poi', 'long_term_incentive', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.82523	Precision: 0.22908	Recall: 0.05750	F1: 0.09193	F2: 0.06763
	Total predictions: 13000	True positives:  115	False positives:  387	False negatives: 1885	True negatives: 10613

['poi', 'long_term_incentive', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.83085	Precision: 0.42008	Recall: 0.26150	F1: 0.32234	F2: 0.28286
	Total predictions: 13000	True positives:  523	False positives:  722	False negatives: 1477	True negatives: 10278

['poi', 'long_term_incentive', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.79633	Precision: 0.23381	Recall: 0.09750	F1: 0.13761	F2: 0.11037
	Total predictions: 12000	True positives:  195	False positives:  639	False negatives: 1805	True negatives: 9361

['poi', 'long_term_incentive', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.79100	Precision: 0.31052	Recall: 0.12250	F1: 0.17569	F2: 0.13938
	Total predictions: 11000	True positives:  245	False positives:  544	False negatives: 1755	True negatives: 8456

['poi', 'long_term_incentive', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.82577	Precision: 0.24953	Recall: 0.06600	F1: 0.10439	F2: 0.07738
	Total predictions: 13000	True positives:  132	False positives:  397	False negatives: 1868	True negatives: 10603

['poi', 'long_term_incentive', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.83615	Precision: 0.44155	Recall: 0.24550	F1: 0.31555	F2: 0.26942
	Total predictions: 13000	True positives:  491	False positives:  621	False negatives: 1509	True negatives: 10379

['poi', 'long_term_incentive', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock', 'salary']
	Accuracy: 0.81392	Precision: 0.34651	Recall: 0.13150	F1: 0.19065	F2: 0.15013
	Total predictions: 12000	True positives:  263	False positives:  496	False negatives: 1737	True negatives: 9504

['poi', 'long_term_incentive', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock', 'total_payments']
	Accuracy: 0.82157	Precision: 0.18159	Recall: 0.07100	F1: 0.10208	F2: 0.08085
	Total predictions: 14000	True positives:  142	False positives:  640	False negatives: 1858	True negatives: 11360

['poi', 'long_term_incentive', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84046	Precision: 0.46977	Recall: 0.28750	F1: 0.35670	F2: 0.31169
	Total predictions: 13000	True positives:  575	False positives:  649	False negatives: 1425	True negatives: 10351

['poi', 'long_term_incentive', 'salary', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'salary', 'total_payments']
	Accuracy: 0.82185	Precision: 0.23220	Recall: 0.06850	F1: 0.10579	F2: 0.07974
	Total predictions: 13000	True positives:  137	False positives:  453	False negatives: 1863	True negatives: 10547

['poi', 'long_term_incentive', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'salary', 'exercised_stock_options']
	Accuracy: 0.84308	Precision: 0.48145	Recall: 0.25950	F1: 0.33723	F2: 0.28586
	Total predictions: 13000	True positives:  519	False positives:  559	False negatives: 1481	True negatives: 10441

['poi', 'long_term_incentive', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84193	Precision: 0.38511	Recall: 0.17850	F1: 0.24394	F2: 0.19996
	Total predictions: 14000	True positives:  357	False positives:  570	False negatives: 1643	True negatives: 11430

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages']
	Accuracy: 0.30900	Precision: 0.11583	Recall: 0.89100	F1: 0.20502	F2: 0.38103
	Total predictions: 10000	True positives:  891	False positives: 6801	False negatives:  109	True negatives: 2199

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other']
	Accuracy: 0.27823	Precision: 0.16842	Recall: 0.93750	F1: 0.28554	F2: 0.48999
	Total predictions: 13000	True positives: 1875	False positives: 9258	False negatives:  125	True negatives: 1742

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees']
	Accuracy: 0.37109	Precision: 0.12629	Recall: 1.00000	F1: 0.22427	F2: 0.41953
	Total predictions: 11000	True positives: 1000	False positives: 6918	False negatives:    0	True negatives: 3082

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees']
	Accuracy: 0.28370	Precision: 0.12250	Recall: 1.00000	F1: 0.21827	F2: 0.41108
	Total predictions: 10000	True positives: 1000	False positives: 7163	False negatives:    0	True negatives: 1837

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus']
	Accuracy: 0.31242	Precision: 0.19510	Recall: 1.00000	F1: 0.32650	F2: 0.54792
	Total predictions: 12000	True positives: 2000	False positives: 8251	False negatives:    0	True negatives: 1749

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value']
	Accuracy: 0.26657	Precision: 0.16303	Recall: 1.00000	F1: 0.28035	F2: 0.49339
	Total predictions: 14000	True positives: 2000	False positives: 10268	False negatives:    0	True negatives: 1732

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person']
	Accuracy: 0.27890	Precision: 0.11731	Recall: 0.95200	F1: 0.20889	F2: 0.39290
	Total predictions: 10000	True positives:  952	False positives: 7163	False negatives:   48	True negatives: 1837

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_this_person_to_poi']
	Accuracy: 0.27210	Precision: 0.10810	Recall: 0.86600	F1: 0.19221	F2: 0.36050
	Total predictions: 10000	True positives:  866	False positives: 7145	False negatives:  134	True negatives: 1855

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'restricted_stock']
	Accuracy: 0.30125	Precision: 0.19158	Recall: 0.99150	F1: 0.32111	F2: 0.54030
	Total predictions: 12000	True positives: 1983	False positives: 8368	False negatives:   17	True negatives: 1632

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'salary']
	Accuracy: 0.30117	Precision: 0.19150	Recall: 0.99100	F1: 0.32097	F2: 0.54005
	Total predictions: 12000	True positives: 1982	False positives: 8368	False negatives:   18	True negatives: 1632

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_payments']
	Accuracy: 0.25093	Precision: 0.15385	Recall: 0.94300	F1: 0.26453	F2: 0.46547
	Total predictions: 14000	True positives: 1886	False positives: 10373	False negatives:  114	True negatives: 1627

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'exercised_stock_options']
	Accuracy: 0.28500	Precision: 0.17690	Recall: 0.99850	F1: 0.30055	F2: 0.51765
	Total predictions: 13000	True positives: 1997	False positives: 9292	False negatives:    3	True negatives: 1708

['poi', 'restricted_stock_deferred', 'from_messages', 'other']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'other']
	Accuracy: 0.30046	Precision: 0.16726	Recall: 0.89150	F1: 0.28167	F2: 0.47776
	Total predictions: 13000	True positives: 1783	False positives: 8877	False negatives:  217	True negatives: 2123

['poi', 'restricted_stock_deferred', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'director_fees']
	Accuracy: 0.39155	Precision: 0.12263	Recall: 0.92500	F1: 0.21655	F2: 0.40068
	Total predictions: 11000	True positives:  925	False positives: 6618	False negatives:   75	True negatives: 3382

['poi', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees']
	Accuracy: 0.30520	Precision: 0.11862	Recall: 0.92500	F1: 0.21028	F2: 0.39202
	Total predictions: 10000	True positives:  925	False positives: 6873	False negatives:   75	True negatives: 2127

['poi', 'restricted_stock_deferred', 'from_messages', 'bonus']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'bonus']
	Accuracy: 0.33292	Precision: 0.19278	Recall: 0.94200	F1: 0.32005	F2: 0.53002
	Total predictions: 12000	True positives: 1884	False positives: 7889	False negatives:  116	True negatives: 2111

['poi', 'restricted_stock_deferred', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'total_stock_value']
	Accuracy: 0.28400	Precision: 0.16035	Recall: 0.94700	F1: 0.27425	F2: 0.47799
	Total predictions: 14000	True positives: 1894	False positives: 9918	False negatives:  106	True negatives: 2082

['poi', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.31530	Precision: 0.12018	Recall: 0.92500	F1: 0.21272	F2: 0.39540
	Total predictions: 10000	True positives:  925	False positives: 6772	False negatives:   75	True negatives: 2228

['poi', 'restricted_stock_deferred', 'from_messages', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'from_this_person_to_poi']
	Accuracy: 0.30510	Precision: 0.11860	Recall: 0.92500	F1: 0.21025	F2: 0.39198
	Total predictions: 10000	True positives:  925	False positives: 6874	False negatives:   75	True negatives: 2126

['poi', 'restricted_stock_deferred', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'restricted_stock']
	Accuracy: 0.31950	Precision: 0.18808	Recall: 0.92950	F1: 0.31286	F2: 0.51974
	Total predictions: 12000	True positives: 1859	False positives: 8025	False negatives:  141	True negatives: 1975

['poi', 'restricted_stock_deferred', 'from_messages', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'salary']
	Accuracy: 0.31925	Precision: 0.18796	Recall: 0.92900	F1: 0.31266	F2: 0.51943
	Total predictions: 12000	True positives: 1858	False positives: 8027	False negatives:  142	True negatives: 1973

['poi', 'restricted_stock_deferred', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'total_payments']
	Accuracy: 0.26857	Precision: 0.15031	Recall: 0.88550	F1: 0.25700	F2: 0.44763
	Total predictions: 14000	True positives: 1771	False positives: 10011	False negatives:  229	True negatives: 1989

['poi', 'restricted_stock_deferred', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.30708	Precision: 0.17320	Recall: 0.92850	F1: 0.29194	F2: 0.49594
	Total predictions: 13000	True positives: 1857	False positives: 8865	False negatives:  143	True negatives: 2135

['poi', 'restricted_stock_deferred', 'other', 'director_fees']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'director_fees']
	Accuracy: 0.43936	Precision: 0.23750	Recall: 0.94250	F1: 0.37939	F2: 0.59139
	Total predictions: 11000	True positives: 1885	False positives: 6052	False negatives:  115	True negatives: 2948

['poi', 'restricted_stock_deferred', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'resto_dirfees']
	Accuracy: 0.35800	Precision: 0.23068	Recall: 0.94650	F1: 0.37096	F2: 0.58404
	Total predictions: 10000	True positives: 1893	False positives: 6313	False negatives:  107	True negatives: 1687

['poi', 'restricted_stock_deferred', 'other', 'bonus']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'bonus']
	Accuracy: 0.34009	Precision: 0.20806	Recall: 0.93700	F1: 0.34051	F2: 0.55095
	Total predictions: 11000	True positives: 1874	False positives: 7133	False negatives:  126	True negatives: 1867

['poi', 'restricted_stock_deferred', 'other', 'total_stock_value']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'total_stock_value']
	Accuracy: 0.26721	Precision: 0.15762	Recall: 0.95050	F1: 0.27039	F2: 0.47380
	Total predictions: 14000	True positives: 1901	False positives: 10160	False negatives:   99	True negatives: 1840

['poi', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person']
	Accuracy: 0.30875	Precision: 0.18666	Recall: 0.93750	F1: 0.31133	F2: 0.51953
	Total predictions: 12000	True positives: 1875	False positives: 8170	False negatives:  125	True negatives: 1830

['poi', 'restricted_stock_deferred', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'from_this_person_to_poi']
	Accuracy: 0.31673	Precision: 0.19478	Recall: 0.88000	F1: 0.31896	F2: 0.51655
	Total predictions: 11000	True positives: 1760	False positives: 7276	False negatives:  240	True negatives: 1724

['poi', 'restricted_stock_deferred', 'other', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'restricted_stock']
	Accuracy: 0.30217	Precision: 0.18483	Recall: 0.93450	F1: 0.30862	F2: 0.51596
	Total predictions: 12000	True positives: 1869	False positives: 8243	False negatives:  131	True negatives: 1757

['poi', 'restricted_stock_deferred', 'other', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'salary']
	Accuracy: 0.34036	Precision: 0.20871	Recall: 0.94150	F1: 0.34168	F2: 0.55311
	Total predictions: 11000	True positives: 1883	False positives: 7139	False negatives:  117	True negatives: 1861

['poi', 'restricted_stock_deferred', 'other', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'total_payments']
	Accuracy: 0.27877	Precision: 0.16977	Recall: 0.94800	F1: 0.28797	F2: 0.49457
	Total predictions: 13000	True positives: 1896	False positives: 9272	False negatives:  104	True negatives: 1728

['poi', 'restricted_stock_deferred', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'exercised_stock_options']
	Accuracy: 0.27815	Precision: 0.16947	Recall: 0.94650	F1: 0.28747	F2: 0.49374
	Total predictions: 13000	True positives: 1893	False positives: 9277	False negatives:  107	True negatives: 1723

['poi', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees']
Got a divide by zero when trying out: GaussianNB()
Precision or recall may be undefined due to a lack of true positive predicitons.
['poi', 'restricted_stock_deferred', 'director_fees', 'bonus']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'bonus']
	Accuracy: 0.45927	Precision: 0.25164	Recall: 1.00000	F1: 0.40209	F2: 0.62704
	Total predictions: 11000	True positives: 2000	False positives: 5948	False negatives:    0	True negatives: 3052

['poi', 'restricted_stock_deferred', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'total_stock_value']
	Accuracy: 0.34543	Precision: 0.17915	Recall: 1.00000	F1: 0.30386	F2: 0.52181
	Total predictions: 14000	True positives: 2000	False positives: 9164	False negatives:    0	True negatives: 2836

['poi', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.41860	Precision: 0.14676	Recall: 1.00000	F1: 0.25595	F2: 0.46236
	Total predictions: 10000	True positives: 1000	False positives: 5814	False negatives:    0	True negatives: 3186

['poi', 'restricted_stock_deferred', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.45278	Precision: 0.16099	Recall: 0.93200	F1: 0.27456	F2: 0.47604
	Total predictions: 9000	True positives:  932	False positives: 4857	False negatives:   68	True negatives: 3143

['poi', 'restricted_stock_deferred', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'restricted_stock']
	Accuracy: 0.38469	Precision: 0.19936	Recall: 0.99450	F1: 0.33214	F2: 0.55321
	Total predictions: 13000	True positives: 1989	False positives: 7988	False negatives:   11	True negatives: 3012

['poi', 'restricted_stock_deferred', 'director_fees', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'salary']
	Accuracy: 0.41467	Precision: 0.22064	Recall: 0.99200	F1: 0.36099	F2: 0.58380
	Total predictions: 12000	True positives: 1984	False positives: 7008	False negatives:   16	True negatives: 2992

['poi', 'restricted_stock_deferred', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'total_payments']
	Accuracy: 0.36338	Precision: 0.18863	Recall: 0.95050	F1: 0.31479	F2: 0.52578
	Total predictions: 13000	True positives: 1901	False positives: 8177	False negatives:   99	True negatives: 2823

['poi', 'restricted_stock_deferred', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.33967	Precision: 0.11206	Recall: 1.00000	F1: 0.20153	F2: 0.38688
	Total predictions: 12000	True positives: 1000	False positives: 7924	False negatives:    0	True negatives: 3076

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'bonus']
	Accuracy: 0.40344	Precision: 0.27141	Recall: 1.00000	F1: 0.42694	F2: 0.65066
	Total predictions: 9000	True positives: 2000	False positives: 5369	False negatives:    0	True negatives: 1631

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.28562	Precision: 0.17720	Recall: 1.00000	F1: 0.30105	F2: 0.51848
	Total predictions: 13000	True positives: 2000	False positives: 9287	False negatives:    0	True negatives: 1713

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.32500	Precision: 0.14134	Recall: 1.00000	F1: 0.24768	F2: 0.45147
	Total predictions: 9000	True positives: 1000	False positives: 6075	False negatives:    0	True negatives: 1925

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.35800	Precision: 0.15591	Recall: 0.93700	F1: 0.26733	F2: 0.46803
	Total predictions: 8000	True positives:  937	False positives: 5073	False negatives:   63	True negatives: 1927

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.33573	Precision: 0.21452	Recall: 0.99700	F1: 0.35308	F2: 0.57647
	Total predictions: 11000	True positives: 1994	False positives: 7301	False negatives:    6	True negatives: 1699

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'salary']
	Accuracy: 0.34709	Precision: 0.21732	Recall: 0.99600	F1: 0.35680	F2: 0.58022
	Total predictions: 11000	True positives: 1992	False positives: 7174	False negatives:    8	True negatives: 1826

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'total_payments']
	Accuracy: 0.27723	Precision: 0.17035	Recall: 0.95550	F1: 0.28915	F2: 0.49719
	Total predictions: 13000	True positives: 1911	False positives: 9307	False negatives:   89	True negatives: 1693

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.25691	Precision: 0.10900	Recall: 1.00000	F1: 0.19658	F2: 0.37954
	Total predictions: 11000	True positives: 1000	False positives: 8174	False negatives:    0	True negatives: 1826

['poi', 'restricted_stock_deferred', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'restricted_stock_deferred', 'bonus', 'total_stock_value']
	Accuracy: 0.28662	Precision: 0.17740	Recall: 1.00000	F1: 0.30134	F2: 0.51883
	Total predictions: 13000	True positives: 2000	False positives: 9274	False negatives:    0	True negatives: 1726

['poi', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.33718	Precision: 0.21526	Recall: 1.00000	F1: 0.35426	F2: 0.57834
	Total predictions: 11000	True positives: 2000	False positives: 7291	False negatives:    0	True negatives: 1709

['poi', 'restricted_stock_deferred', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.33464	Precision: 0.20629	Recall: 0.93400	F1: 0.33795	F2: 0.54764
	Total predictions: 11000	True positives: 1868	False positives: 7187	False negatives:  132	True negatives: 1813

['poi', 'restricted_stock_deferred', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'bonus', 'restricted_stock']
	Accuracy: 0.31667	Precision: 0.19560	Recall: 0.99600	F1: 0.32699	F2: 0.54773
	Total predictions: 12000	True positives: 1992	False positives: 8192	False negatives:    8	True negatives: 1808

['poi', 'restricted_stock_deferred', 'bonus', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'bonus', 'salary']
	Accuracy: 0.34727	Precision: 0.21750	Recall: 0.99700	F1: 0.35709	F2: 0.58073
	Total predictions: 11000	True positives: 1994	False positives: 7174	False negatives:    6	True negatives: 1826

['poi', 'restricted_stock_deferred', 'bonus', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'bonus', 'total_payments']
	Accuracy: 0.27723	Precision: 0.17035	Recall: 0.95550	F1: 0.28915	F2: 0.49719
	Total predictions: 13000	True positives: 1911	False positives: 9307	False negatives:   89	True negatives: 1693

['poi', 'restricted_stock_deferred', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'bonus', 'exercised_stock_options']
	Accuracy: 0.28800	Precision: 0.17768	Recall: 1.00000	F1: 0.30175	F2: 0.51932
	Total predictions: 13000	True positives: 2000	False positives: 9256	False negatives:    0	True negatives: 1744

['poi', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.27364	Precision: 0.16435	Recall: 1.00000	F1: 0.28231	F2: 0.49581
	Total predictions: 14000	True positives: 2000	False positives: 10169	False negatives:    0	True negatives: 1831

['poi', 'restricted_stock_deferred', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.28600	Precision: 0.17727	Recall: 1.00000	F1: 0.30116	F2: 0.51862
	Total predictions: 13000	True positives: 2000	False positives: 9282	False negatives:    0	True negatives: 1718

['poi', 'restricted_stock_deferred', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.28562	Precision: 0.17720	Recall: 1.00000	F1: 0.30105	F2: 0.51848
	Total predictions: 13000	True positives: 2000	False positives: 9287	False negatives:    0	True negatives: 1713

['poi', 'restricted_stock_deferred', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'total_stock_value', 'salary']
	Accuracy: 0.27157	Precision: 0.16396	Recall: 1.00000	F1: 0.28173	F2: 0.49510
	Total predictions: 14000	True positives: 2000	False positives: 10198	False negatives:    0	True negatives: 1802

['poi', 'restricted_stock_deferred', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'total_stock_value', 'total_payments']
	Accuracy: 0.25073	Precision: 0.14512	Recall: 0.94450	F1: 0.25158	F2: 0.44940
	Total predictions: 15000	True positives: 1889	False positives: 11128	False negatives:  111	True negatives: 1872

['poi', 'restricted_stock_deferred', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.28562	Precision: 0.17720	Recall: 1.00000	F1: 0.30105	F2: 0.51848
	Total predictions: 13000	True positives: 2000	False positives: 9287	False negatives:    0	True negatives: 1713

['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.31267	Precision: 0.13345	Recall: 0.94400	F1: 0.23384	F2: 0.42622
	Total predictions: 9000	True positives:  944	False positives: 6130	False negatives:   56	True negatives: 1870

['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.30200	Precision: 0.19210	Recall: 0.99450	F1: 0.32200	F2: 0.54184
	Total predictions: 12000	True positives: 1989	False positives: 8365	False negatives:   11	True negatives: 1635

['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.31025	Precision: 0.19354	Recall: 0.99100	F1: 0.32383	F2: 0.54328
	Total predictions: 12000	True positives: 1982	False positives: 8259	False negatives:   18	True negatives: 1741

['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.26336	Precision: 0.15708	Recall: 0.95200	F1: 0.26967	F2: 0.47314
	Total predictions: 14000	True positives: 1904	False positives: 10217	False negatives:   96	True negatives: 1783

['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.29008	Precision: 0.17811	Recall: 1.00000	F1: 0.30237	F2: 0.52005
	Total predictions: 13000	True positives: 2000	False positives: 9229	False negatives:    0	True negatives: 1771

['poi', 'restricted_stock_deferred', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.30692	Precision: 0.18600	Recall: 0.93550	F1: 0.31031	F2: 0.51802
	Total predictions: 12000	True positives: 1871	False positives: 8188	False negatives:  129	True negatives: 1812

['poi', 'restricted_stock_deferred', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.30992	Precision: 0.18617	Recall: 0.93150	F1: 0.31032	F2: 0.51730
	Total predictions: 12000	True positives: 1863	False positives: 8144	False negatives:  137	True negatives: 1856

['poi', 'restricted_stock_deferred', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.26029	Precision: 0.15545	Recall: 0.94250	F1: 0.26688	F2: 0.46830
	Total predictions: 14000	True positives: 1885	False positives: 10241	False negatives:  115	True negatives: 1759

['poi', 'restricted_stock_deferred', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.30292	Precision: 0.19296	Recall: 1.00000	F1: 0.32349	F2: 0.54451
	Total predictions: 12000	True positives: 2000	False positives: 8365	False negatives:    0	True negatives: 1635

['poi', 'restricted_stock_deferred', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'restricted_stock', 'salary']
	Accuracy: 0.30775	Precision: 0.19345	Recall: 0.99500	F1: 0.32392	F2: 0.54410
	Total predictions: 12000	True positives: 1990	False positives: 8297	False negatives:   10	True negatives: 1703

['poi', 'restricted_stock_deferred', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'restricted_stock', 'total_payments']
	Accuracy: 0.25300	Precision: 0.15381	Recall: 0.93950	F1: 0.26435	F2: 0.46473
	Total predictions: 14000	True positives: 1879	False positives: 10337	False negatives:  121	True negatives: 1663

['poi', 'restricted_stock_deferred', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.28562	Precision: 0.17720	Recall: 1.00000	F1: 0.30105	F2: 0.51848
	Total predictions: 13000	True positives: 2000	False positives: 9287	False negatives:    0	True negatives: 1713

['poi', 'restricted_stock_deferred', 'salary', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'salary', 'total_payments']
	Accuracy: 0.27700	Precision: 0.17013	Recall: 0.95400	F1: 0.28876	F2: 0.49649
	Total predictions: 13000	True positives: 1908	False positives: 9307	False negatives:   92	True negatives: 1693

['poi', 'restricted_stock_deferred', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'salary', 'exercised_stock_options']
	Accuracy: 0.28354	Precision: 0.17677	Recall: 1.00000	F1: 0.30044	F2: 0.51776
	Total predictions: 13000	True positives: 2000	False positives: 9314	False negatives:    0	True negatives: 1686

['poi', 'restricted_stock_deferred', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.25621	Precision: 0.15455	Recall: 0.94100	F1: 0.26550	F2: 0.46637
	Total predictions: 14000	True positives: 1882	False positives: 10295	False negatives:  118	True negatives: 1705

['poi', 'shared_receipt_with_poi', 'from_messages', 'other']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'other']
	Accuracy: 0.76692	Precision: 0.06919	Recall: 0.03200	F1: 0.04376	F2: 0.03585
	Total predictions: 12000	True positives:   64	False positives:  861	False negatives: 1936	True negatives: 9139

['poi', 'shared_receipt_with_poi', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'director_fees']
	Accuracy: 0.29220	Precision: 0.11725	Recall: 0.93100	F1: 0.20828	F2: 0.38987
	Total predictions: 10000	True positives:  931	False positives: 7009	False negatives:   69	True negatives: 1991

['poi', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees']
	Accuracy: 0.18778	Precision: 0.10924	Recall: 0.88200	F1: 0.19440	F2: 0.36525
	Total predictions: 9000	True positives:  882	False positives: 7192	False negatives:  118	True negatives:  808

['poi', 'shared_receipt_with_poi', 'from_messages', 'bonus']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'bonus']
	Accuracy: 0.78036	Precision: 0.32253	Recall: 0.18900	F1: 0.23834	F2: 0.20606
	Total predictions: 11000	True positives:  378	False positives:  794	False negatives: 1622	True negatives: 8206

['poi', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value']
	Accuracy: 0.85521	Precision: 0.48802	Recall: 0.27500	F1: 0.35177	F2: 0.30130
	Total predictions: 14000	True positives:  550	False positives:  577	False negatives: 1450	True negatives: 11423

['poi', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.78722	Precision: 0.08143	Recall: 0.08900	F1: 0.08505	F2: 0.08737
	Total predictions: 9000	True positives:   89	False positives: 1004	False negatives:  911	True negatives: 6996

['poi', 'shared_receipt_with_poi', 'from_messages', 'from_this_person_to_poi']
Got a divide by zero when trying out: GaussianNB()
Precision or recall may be undefined due to a lack of true positive predicitons.
['poi', 'shared_receipt_with_poi', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'restricted_stock']
	Accuracy: 0.79300	Precision: 0.21596	Recall: 0.09200	F1: 0.12903	F2: 0.10393
	Total predictions: 12000	True positives:  184	False positives:  668	False negatives: 1816	True negatives: 9332

['poi', 'shared_receipt_with_poi', 'from_messages', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'salary']
	Accuracy: 0.79967	Precision: 0.29175	Recall: 0.14150	F1: 0.19057	F2: 0.15775
	Total predictions: 12000	True positives:  283	False positives:  687	False negatives: 1717	True negatives: 9313

['poi', 'shared_receipt_with_poi', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'total_payments']
	Accuracy: 0.82229	Precision: 0.15634	Recall: 0.05550	F1: 0.08192	F2: 0.06372
	Total predictions: 14000	True positives:  111	False positives:  599	False negatives: 1889	True negatives: 11401

['poi', 'shared_receipt_with_poi', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.82908	Precision: 0.47796	Recall: 0.27650	F1: 0.35033	F2: 0.30195
	Total predictions: 12000	True positives:  553	False positives:  604	False negatives: 1447	True negatives: 9396

['poi', 'shared_receipt_with_poi', 'other', 'director_fees']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'director_fees']
	Accuracy: 0.27454	Precision: 0.16799	Recall: 0.94000	F1: 0.28504	F2: 0.48981
	Total predictions: 13000	True positives: 1880	False positives: 9311	False negatives:  120	True negatives: 1689

['poi', 'shared_receipt_with_poi', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'resto_dirfees']
	Accuracy: 0.19017	Precision: 0.16267	Recall: 0.93050	F1: 0.27693	F2: 0.47865
	Total predictions: 12000	True positives: 1861	False positives: 9579	False negatives:  139	True negatives:  421

['poi', 'shared_receipt_with_poi', 'other', 'bonus']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'bonus']
	Accuracy: 0.79375	Precision: 0.24100	Recall: 0.11050	F1: 0.15153	F2: 0.12392
	Total predictions: 12000	True positives:  221	False positives:  696	False negatives: 1779	True negatives: 9304

['poi', 'shared_receipt_with_poi', 'other', 'total_stock_value']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'total_stock_value']
	Accuracy: 0.84179	Precision: 0.38378	Recall: 0.17750	F1: 0.24274	F2: 0.19888
	Total predictions: 14000	True positives:  355	False positives:  570	False negatives: 1645	True negatives: 11430

['poi', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person']
	Accuracy: 0.77400	Precision: 0.00279	Recall: 0.00100	F1: 0.00147	F2: 0.00115
	Total predictions: 12000	True positives:    2	False positives:  714	False negatives: 1998	True negatives: 9286

['poi', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi']
	Accuracy: 0.77275	Precision: 0.00274	Recall: 0.00100	F1: 0.00146	F2: 0.00115
	Total predictions: 12000	True positives:    2	False positives:  729	False negatives: 1998	True negatives: 9271

['poi', 'shared_receipt_with_poi', 'other', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'restricted_stock']
	Accuracy: 0.79615	Precision: 0.12558	Recall: 0.05450	F1: 0.07601	F2: 0.06146
	Total predictions: 13000	True positives:  109	False positives:  759	False negatives: 1891	True negatives: 10241

['poi', 'shared_receipt_with_poi', 'other', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'salary']
	Accuracy: 0.79900	Precision: 0.14966	Recall: 0.04400	F1: 0.06801	F2: 0.05123
	Total predictions: 12000	True positives:   88	False positives:  500	False negatives: 1912	True negatives: 9500

['poi', 'shared_receipt_with_poi', 'other', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'total_payments']
	Accuracy: 0.82293	Precision: 0.04896	Recall: 0.01300	F1: 0.02055	F2: 0.01524
	Total predictions: 14000	True positives:   26	False positives:  505	False negatives: 1974	True negatives: 11495

['poi', 'shared_receipt_with_poi', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'exercised_stock_options']
	Accuracy: 0.84164	Precision: 0.38346	Recall: 0.17850	F1: 0.24360	F2: 0.19987
	Total predictions: 14000	True positives:  357	False positives:  574	False negatives: 1643	True negatives: 11426

['poi', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees']
	Accuracy: 0.27230	Precision: 0.12082	Recall: 1.00000	F1: 0.21559	F2: 0.40727
	Total predictions: 10000	True positives: 1000	False positives: 7277	False negatives:    0	True negatives: 1723

['poi', 'shared_receipt_with_poi', 'director_fees', 'bonus']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'bonus']
	Accuracy: 0.29408	Precision: 0.19100	Recall: 1.00000	F1: 0.32074	F2: 0.54139
	Total predictions: 12000	True positives: 2000	False positives: 8471	False negatives:    0	True negatives: 1529

['poi', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value']
	Accuracy: 0.24827	Precision: 0.15002	Recall: 0.99400	F1: 0.26069	F2: 0.46772
	Total predictions: 15000	True positives: 1988	False positives: 11264	False negatives:   12	True negatives: 1736

['poi', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.26840	Precision: 0.11665	Recall: 0.96100	F1: 0.20805	F2: 0.39263
	Total predictions: 10000	True positives:  961	False positives: 7277	False negatives:   39	True negatives: 1723

['poi', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.26430	Precision: 0.10890	Recall: 0.88500	F1: 0.19393	F2: 0.36489
	Total predictions: 10000	True positives:  885	False positives: 7242	False negatives:  115	True negatives: 1758

['poi', 'shared_receipt_with_poi', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'restricted_stock']
	Accuracy: 0.25986	Precision: 0.16096	Recall: 0.99250	F1: 0.27700	F2: 0.48815
	Total predictions: 14000	True positives: 1985	False positives: 10347	False negatives:   15	True negatives: 1653

['poi', 'shared_receipt_with_poi', 'director_fees', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'salary']
	Accuracy: 0.27638	Precision: 0.17430	Recall: 0.99100	F1: 0.29646	F2: 0.51159
	Total predictions: 13000	True positives: 1982	False positives: 9389	False negatives:   18	True negatives: 1611

['poi', 'shared_receipt_with_poi', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'total_payments']
	Accuracy: 0.32414	Precision: 0.15607	Recall: 0.84650	F1: 0.26354	F2: 0.44912
	Total predictions: 14000	True positives: 1693	False positives: 9155	False negatives:  307	True negatives: 2845

['poi', 'shared_receipt_with_poi', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.27023	Precision: 0.16845	Recall: 0.95100	F1: 0.28621	F2: 0.49298
	Total predictions: 13000	True positives: 1902	False positives: 9389	False negatives:   98	True negatives: 1611

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus']
	Accuracy: 0.21800	Precision: 0.18864	Recall: 1.00000	F1: 0.31741	F2: 0.53758
	Total predictions: 11000	True positives: 2000	False positives: 8602	False negatives:    0	True negatives:  398

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.18921	Precision: 0.14769	Recall: 0.98000	F1: 0.25670	F2: 0.46072
	Total predictions: 14000	True positives: 1960	False positives: 11311	False negatives:   40	True negatives:  689

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.15067	Precision: 0.11000	Recall: 0.93700	F1: 0.19689	F2: 0.37426
	Total predictions: 9000	True positives:  937	False positives: 7581	False negatives:   63	True negatives:  419

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.14356	Precision: 0.10195	Recall: 0.85900	F1: 0.18226	F2: 0.34565
	Total predictions: 9000	True positives:  859	False positives: 7567	False negatives:  141	True negatives:  433

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.19775	Precision: 0.17071	Recall: 0.98850	F1: 0.29114	F2: 0.50483
	Total predictions: 12000	True positives: 1977	False positives: 9604	False negatives:   23	True negatives:  396

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'salary']
	Accuracy: 0.20100	Precision: 0.17225	Recall: 0.99700	F1: 0.29375	F2: 0.50930
	Total predictions: 12000	True positives: 1994	False positives: 9582	False negatives:    6	True negatives:  418

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'total_payments']
	Accuracy: 0.22086	Precision: 0.13929	Recall: 0.86000	F1: 0.23975	F2: 0.42265
	Total predictions: 14000	True positives: 1720	False positives: 10628	False negatives:  280	True negatives: 1372

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.20500	Precision: 0.16054	Recall: 0.98550	F1: 0.27611	F2: 0.48602
	Total predictions: 13000	True positives: 1971	False positives: 10306	False negatives:   29	True negatives:  694

['poi', 'shared_receipt_with_poi', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'bonus', 'total_stock_value']
	Accuracy: 0.83707	Precision: 0.39986	Recall: 0.28050	F1: 0.32971	F2: 0.29831
	Total predictions: 14000	True positives:  561	False positives:  842	False negatives: 1439	True negatives: 11158

['poi', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.79818	Precision: 0.38956	Recall: 0.19400	F1: 0.25901	F2: 0.21565
	Total predictions: 11000	True positives:  388	False positives:  608	False negatives: 1612	True negatives: 8392

['poi', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.78709	Precision: 0.32038	Recall: 0.15250	F1: 0.20664	F2: 0.17035
	Total predictions: 11000	True positives:  305	False positives:  647	False negatives: 1695	True negatives: 8353

['poi', 'shared_receipt_with_poi', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'bonus', 'restricted_stock']
	Accuracy: 0.79300	Precision: 0.29766	Recall: 0.17800	F1: 0.22278	F2: 0.19356
	Total predictions: 12000	True positives:  356	False positives:  840	False negatives: 1644	True negatives: 9160

['poi', 'shared_receipt_with_poi', 'bonus', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'bonus', 'salary']
	Accuracy: 0.80550	Precision: 0.33723	Recall: 0.17300	F1: 0.22868	F2: 0.19167
	Total predictions: 12000	True positives:  346	False positives:  680	False negatives: 1654	True negatives: 9320

['poi', 'shared_receipt_with_poi', 'bonus', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'bonus', 'total_payments']
	Accuracy: 0.82507	Precision: 0.25938	Recall: 0.12100	F1: 0.16502	F2: 0.13545
	Total predictions: 14000	True positives:  242	False positives:  691	False negatives: 1758	True negatives: 11309

['poi', 'shared_receipt_with_poi', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'bonus', 'exercised_stock_options']
	Accuracy: 0.82769	Precision: 0.41215	Recall: 0.28150	F1: 0.33452	F2: 0.30056
	Total predictions: 13000	True positives:  563	False positives:  803	False negatives: 1437	True negatives: 10197

['poi', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.84043	Precision: 0.40118	Recall: 0.23750	F1: 0.29837	F2: 0.25860
	Total predictions: 14000	True positives:  475	False positives:  709	False negatives: 1525	True negatives: 11291

['poi', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.83907	Precision: 0.39396	Recall: 0.23500	F1: 0.29439	F2: 0.25563
	Total predictions: 14000	True positives:  470	False positives:  723	False negatives: 1530	True negatives: 11277

['poi', 'shared_receipt_with_poi', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.84329	Precision: 0.42139	Recall: 0.26000	F1: 0.32158	F2: 0.28157
	Total predictions: 14000	True positives:  520	False positives:  714	False negatives: 1480	True negatives: 11286

['poi', 'shared_receipt_with_poi', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'total_stock_value', 'salary']
	Accuracy: 0.83336	Precision: 0.36408	Recall: 0.22300	F1: 0.27659	F2: 0.24173
	Total predictions: 14000	True positives:  446	False positives:  779	False negatives: 1554	True negatives: 11221

['poi', 'shared_receipt_with_poi', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'total_stock_value', 'total_payments']
	Accuracy: 0.84767	Precision: 0.35504	Recall: 0.17450	F1: 0.23399	F2: 0.19426
	Total predictions: 15000	True positives:  349	False positives:  634	False negatives: 1651	True negatives: 12366

['poi', 'shared_receipt_with_poi', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.84764	Precision: 0.44633	Recall: 0.27650	F1: 0.34146	F2: 0.29927
	Total predictions: 14000	True positives:  553	False positives:  686	False negatives: 1447	True negatives: 11314

['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'from_this_person_to_poi']
Got a divide by zero when trying out: GaussianNB()
Precision or recall may be undefined due to a lack of true positive predicitons.
['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.78275	Precision: 0.15235	Recall: 0.06650	F1: 0.09259	F2: 0.07495
	Total predictions: 12000	True positives:  133	False positives:  740	False negatives: 1867	True negatives: 9260

['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.79600	Precision: 0.25000	Recall: 0.11200	F1: 0.15470	F2: 0.12590
	Total predictions: 12000	True positives:  224	False positives:  672	False negatives: 1776	True negatives: 9328

['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.82671	Precision: 0.10846	Recall: 0.02950	F1: 0.04638	F2: 0.03453
	Total predictions: 14000	True positives:   59	False positives:  485	False negatives: 1941	True negatives: 11515

['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.82950	Precision: 0.47818	Recall: 0.25200	F1: 0.33006	F2: 0.27833
	Total predictions: 12000	True positives:  504	False positives:  550	False negatives: 1496	True negatives: 9450

['poi', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.77917	Precision: 0.14520	Recall: 0.06650	F1: 0.09122	F2: 0.07459
	Total predictions: 12000	True positives:  133	False positives:  783	False negatives: 1867	True negatives: 9217

['poi', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.78667	Precision: 0.22000	Recall: 0.11000	F1: 0.14667	F2: 0.12222
	Total predictions: 12000	True positives:  220	False positives:  780	False negatives: 1780	True negatives: 9220

['poi', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.82707	Precision: 0.10057	Recall: 0.02650	F1: 0.04195	F2: 0.03108
	Total predictions: 14000	True positives:   53	False positives:  474	False negatives: 1947	True negatives: 11526

['poi', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.82950	Precision: 0.47818	Recall: 0.25200	F1: 0.33006	F2: 0.27833
	Total predictions: 12000	True positives:  504	False positives:  550	False negatives: 1496	True negatives: 9450

['poi', 'shared_receipt_with_poi', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'restricted_stock', 'salary']
	Accuracy: 0.80377	Precision: 0.22911	Recall: 0.11650	F1: 0.15446	F2: 0.12920
	Total predictions: 13000	True positives:  233	False positives:  784	False negatives: 1767	True negatives: 10216

['poi', 'shared_receipt_with_poi', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'restricted_stock', 'total_payments']
	Accuracy: 0.82450	Precision: 0.18912	Recall: 0.06950	F1: 0.10165	F2: 0.07956
	Total predictions: 14000	True positives:  139	False positives:  596	False negatives: 1861	True negatives: 11404

['poi', 'shared_receipt_with_poi', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.83957	Precision: 0.40495	Recall: 0.26200	F1: 0.31815	F2: 0.28190
	Total predictions: 14000	True positives:  524	False positives:  770	False negatives: 1476	True negatives: 11230

['poi', 'shared_receipt_with_poi', 'salary', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'salary', 'total_payments']
	Accuracy: 0.82779	Precision: 0.17433	Recall: 0.05500	F1: 0.08362	F2: 0.06372
	Total predictions: 14000	True positives:  110	False positives:  521	False negatives: 1890	True negatives: 11479

['poi', 'shared_receipt_with_poi', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'salary', 'exercised_stock_options']
	Accuracy: 0.83377	Precision: 0.42237	Recall: 0.21900	F1: 0.28844	F2: 0.24234
	Total predictions: 13000	True positives:  438	False positives:  599	False negatives: 1562	True negatives: 10401

['poi', 'shared_receipt_with_poi', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85560	Precision: 0.40438	Recall: 0.17550	F1: 0.24477	F2: 0.19790
	Total predictions: 15000	True positives:  351	False positives:  517	False negatives: 1649	True negatives: 12483

['poi', 'from_messages', 'other', 'director_fees']
GaussianNB()
['poi', 'from_messages', 'other', 'director_fees']
	Accuracy: 0.30108	Precision: 0.16613	Recall: 0.88150	F1: 0.27958	F2: 0.47362
	Total predictions: 13000	True positives: 1763	False positives: 8849	False negatives:  237	True negatives: 2151

['poi', 'from_messages', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'from_messages', 'other', 'resto_dirfees']
	Accuracy: 0.21642	Precision: 0.16175	Recall: 0.88500	F1: 0.27351	F2: 0.46719
	Total predictions: 12000	True positives: 1770	False positives: 9173	False negatives:  230	True negatives:  827

['poi', 'from_messages', 'other', 'bonus']
GaussianNB()
['poi', 'from_messages', 'other', 'bonus']
	Accuracy: 0.79950	Precision: 0.27692	Recall: 0.12600	F1: 0.17320	F2: 0.14141
	Total predictions: 12000	True positives:  252	False positives:  658	False negatives: 1748	True negatives: 9342

['poi', 'from_messages', 'other', 'total_stock_value']
GaussianNB()
['poi', 'from_messages', 'other', 'total_stock_value']
	Accuracy: 0.84793	Precision: 0.43246	Recall: 0.20650	F1: 0.27953	F2: 0.23060
	Total predictions: 14000	True positives:  413	False positives:  542	False negatives: 1587	True negatives: 11458

['poi', 'from_messages', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'from_messages', 'other', 'from_poi_to_this_person']
	Accuracy: 0.77750	Precision: 0.09246	Recall: 0.03800	F1: 0.05386	F2: 0.04307
	Total predictions: 12000	True positives:   76	False positives:  746	False negatives: 1924	True negatives: 9254

['poi', 'from_messages', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'from_messages', 'other', 'from_this_person_to_poi']
	Accuracy: 0.74075	Precision: 0.07170	Recall: 0.04650	F1: 0.05641	F2: 0.05002
	Total predictions: 12000	True positives:   93	False positives: 1204	False negatives: 1907	True negatives: 8796

['poi', 'from_messages', 'other', 'restricted_stock']
GaussianNB()
['poi', 'from_messages', 'other', 'restricted_stock']
	Accuracy: 0.80585	Precision: 0.17892	Recall: 0.07300	F1: 0.10369	F2: 0.08280
	Total predictions: 13000	True positives:  146	False positives:  670	False negatives: 1854	True negatives: 10330

['poi', 'from_messages', 'other', 'salary']
GaussianNB()
['poi', 'from_messages', 'other', 'salary']
	Accuracy: 0.79808	Precision: 0.19481	Recall: 0.06750	F1: 0.10026	F2: 0.07765
	Total predictions: 12000	True positives:  135	False positives:  558	False negatives: 1865	True negatives: 9442

['poi', 'from_messages', 'other', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'other', 'total_payments']
	Accuracy: 0.81607	Precision: 0.04293	Recall: 0.01350	F1: 0.02054	F2: 0.01564
	Total predictions: 14000	True positives:   27	False positives:  602	False negatives: 1973	True negatives: 11398

['poi', 'from_messages', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'other', 'exercised_stock_options']
	Accuracy: 0.83857	Precision: 0.38330	Recall: 0.21350	F1: 0.27425	F2: 0.23425
	Total predictions: 14000	True positives:  427	False positives:  687	False negatives: 1573	True negatives: 11313

['poi', 'from_messages', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'resto_dirfees']
	Accuracy: 0.29040	Precision: 0.11805	Recall: 0.94200	F1: 0.20980	F2: 0.39316
	Total predictions: 10000	True positives:  942	False positives: 7038	False negatives:   58	True negatives: 1962

['poi', 'from_messages', 'director_fees', 'bonus']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'bonus']
	Accuracy: 0.31608	Precision: 0.18762	Recall: 0.93200	F1: 0.31236	F2: 0.51965
	Total predictions: 12000	True positives: 1864	False positives: 8071	False negatives:  136	True negatives: 1929

['poi', 'from_messages', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'total_stock_value']
	Accuracy: 0.29120	Precision: 0.15222	Recall: 0.94450	F1: 0.26218	F2: 0.46276
	Total predictions: 15000	True positives: 1889	False positives: 10521	False negatives:  111	True negatives: 2479

['poi', 'from_messages', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.29800	Precision: 0.11918	Recall: 0.94200	F1: 0.21159	F2: 0.39567
	Total predictions: 10000	True positives:  942	False positives: 6962	False negatives:   58	True negatives: 2038

['poi', 'from_messages', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.28870	Precision: 0.11779	Recall: 0.94200	F1: 0.20940	F2: 0.39260
	Total predictions: 10000	True positives:  942	False positives: 7055	False negatives:   58	True negatives: 1945

['poi', 'from_messages', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'restricted_stock']
	Accuracy: 0.28250	Precision: 0.15763	Recall: 0.92600	F1: 0.26940	F2: 0.46888
	Total predictions: 14000	True positives: 1852	False positives: 9897	False negatives:  148	True negatives: 2103

['poi', 'from_messages', 'director_fees', 'salary']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'salary']
	Accuracy: 0.29685	Precision: 0.17138	Recall: 0.93100	F1: 0.28947	F2: 0.49351
	Total predictions: 13000	True positives: 1862	False positives: 9003	False negatives:  138	True negatives: 1997

['poi', 'from_messages', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'total_payments']
	Accuracy: 0.29607	Precision: 0.15690	Recall: 0.89800	F1: 0.26712	F2: 0.46177
	Total predictions: 14000	True positives: 1796	False positives: 9651	False negatives:  204	True negatives: 2349

['poi', 'from_messages', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.31538	Precision: 0.17630	Recall: 0.93950	F1: 0.29689	F2: 0.50354
	Total predictions: 13000	True positives: 1879	False positives: 8779	False negatives:  121	True negatives: 2221

['poi', 'from_messages', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'bonus']
	Accuracy: 0.24545	Precision: 0.18619	Recall: 0.93450	F1: 0.31052	F2: 0.51807
	Total predictions: 11000	True positives: 1869	False positives: 8169	False negatives:  131	True negatives:  831

['poi', 'from_messages', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.19343	Precision: 0.14480	Recall: 0.94700	F1: 0.25119	F2: 0.44924
	Total predictions: 14000	True positives: 1894	False positives: 11186	False negatives:  106	True negatives:  814

['poi', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.19456	Precision: 0.11488	Recall: 0.93200	F1: 0.20454	F2: 0.38471
	Total predictions: 9000	True positives:  932	False positives: 7181	False negatives:   68	True negatives:  819

['poi', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.18289	Precision: 0.11341	Recall: 0.93200	F1: 0.20221	F2: 0.38140
	Total predictions: 9000	True positives:  932	False positives: 7286	False negatives:   68	True negatives:  714

['poi', 'from_messages', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.22058	Precision: 0.16792	Recall: 0.92950	F1: 0.28445	F2: 0.48739
	Total predictions: 12000	True positives: 1859	False positives: 9212	False negatives:  141	True negatives:  788

['poi', 'from_messages', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'salary']
	Accuracy: 0.22308	Precision: 0.16933	Recall: 0.93750	F1: 0.28685	F2: 0.49153
	Total predictions: 12000	True positives: 1875	False positives: 9198	False negatives:  125	True negatives:  802

['poi', 'from_messages', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'total_payments']
	Accuracy: 0.22300	Precision: 0.13692	Recall: 0.83700	F1: 0.23534	F2: 0.41382
	Total predictions: 14000	True positives: 1674	False positives: 10552	False negatives:  326	True negatives: 1448

['poi', 'from_messages', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.20992	Precision: 0.15603	Recall: 0.93800	F1: 0.26756	F2: 0.46846
	Total predictions: 13000	True positives: 1876	False positives: 10147	False negatives:  124	True negatives:  853

['poi', 'from_messages', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'from_messages', 'bonus', 'total_stock_value']
	Accuracy: 0.85371	Precision: 0.48157	Recall: 0.31350	F1: 0.37977	F2: 0.33702
	Total predictions: 14000	True positives:  627	False positives:  675	False negatives: 1373	True negatives: 11325

['poi', 'from_messages', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'from_messages', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.79436	Precision: 0.38304	Recall: 0.21450	F1: 0.27500	F2: 0.23520
	Total predictions: 11000	True positives:  429	False positives:  691	False negatives: 1571	True negatives: 8309

['poi', 'from_messages', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'from_messages', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.75591	Precision: 0.28713	Recall: 0.23100	F1: 0.25603	F2: 0.24040
	Total predictions: 11000	True positives:  462	False positives: 1147	False negatives: 1538	True negatives: 7853

['poi', 'from_messages', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'from_messages', 'bonus', 'restricted_stock']
	Accuracy: 0.80767	Precision: 0.34961	Recall: 0.17900	F1: 0.23677	F2: 0.19836
	Total predictions: 12000	True positives:  358	False positives:  666	False negatives: 1642	True negatives: 9334

['poi', 'from_messages', 'bonus', 'salary']
GaussianNB()
['poi', 'from_messages', 'bonus', 'salary']
	Accuracy: 0.81250	Precision: 0.36952	Recall: 0.17700	F1: 0.23935	F2: 0.19759
	Total predictions: 12000	True positives:  354	False positives:  604	False negatives: 1646	True negatives: 9396

['poi', 'from_messages', 'bonus', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'bonus', 'total_payments']
	Accuracy: 0.83443	Precision: 0.29079	Recall: 0.11050	F1: 0.16014	F2: 0.12614
	Total predictions: 14000	True positives:  221	False positives:  539	False negatives: 1779	True negatives: 11461

['poi', 'from_messages', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'bonus', 'exercised_stock_options']
	Accuracy: 0.84669	Precision: 0.50272	Recall: 0.32300	F1: 0.39330	F2: 0.34787
	Total predictions: 13000	True positives:  646	False positives:  639	False negatives: 1354	True negatives: 10361

['poi', 'from_messages', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'from_messages', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.86393	Precision: 0.54698	Recall: 0.27650	F1: 0.36732	F2: 0.30685
	Total predictions: 14000	True positives:  553	False positives:  458	False negatives: 1447	True negatives: 11542

['poi', 'from_messages', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'from_messages', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.86429	Precision: 0.54960	Recall: 0.27700	F1: 0.36835	F2: 0.30750
	Total predictions: 14000	True positives:  554	False positives:  454	False negatives: 1446	True negatives: 11546

['poi', 'from_messages', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'from_messages', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.86186	Precision: 0.53340	Recall: 0.26350	F1: 0.35274	F2: 0.29317
	Total predictions: 14000	True positives:  527	False positives:  461	False negatives: 1473	True negatives: 11539

['poi', 'from_messages', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'from_messages', 'total_stock_value', 'salary']
	Accuracy: 0.85136	Precision: 0.46387	Recall: 0.26000	F1: 0.33323	F2: 0.28506
	Total predictions: 14000	True positives:  520	False positives:  601	False negatives: 1480	True negatives: 11399

['poi', 'from_messages', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'total_stock_value', 'total_payments']
	Accuracy: 0.85400	Precision: 0.39560	Recall: 0.18000	F1: 0.24742	F2: 0.20202
	Total predictions: 15000	True positives:  360	False positives:  550	False negatives: 1640	True negatives: 12450

['poi', 'from_messages', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.84357	Precision: 0.42692	Recall: 0.27750	F1: 0.33636	F2: 0.29839
	Total predictions: 14000	True positives:  555	False positives:  745	False negatives: 1445	True negatives: 11255

['poi', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.82211	Precision: 0.00657	Recall: 0.00400	F1: 0.00497	F2: 0.00434
	Total predictions: 9000	True positives:    4	False positives:  605	False negatives:  996	True negatives: 7395

['poi', 'from_messages', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'from_messages', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.80167	Precision: 0.24734	Recall: 0.09300	F1: 0.13517	F2: 0.10626
	Total predictions: 12000	True positives:  186	False positives:  566	False negatives: 1814	True negatives: 9434

['poi', 'from_messages', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'from_messages', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.78442	Precision: 0.25603	Recall: 0.15400	F1: 0.19232	F2: 0.16734
	Total predictions: 12000	True positives:  308	False positives:  895	False negatives: 1692	True negatives: 9105

['poi', 'from_messages', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.83307	Precision: 0.19083	Recall: 0.05200	F1: 0.08173	F2: 0.06085
	Total predictions: 14000	True positives:  104	False positives:  441	False negatives: 1896	True negatives: 11559

['poi', 'from_messages', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.84267	Precision: 0.55100	Recall: 0.30250	F1: 0.39057	F2: 0.33249
	Total predictions: 12000	True positives:  605	False positives:  493	False negatives: 1395	True negatives: 9507

['poi', 'from_messages', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'from_messages', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.76925	Precision: 0.18091	Recall: 0.10900	F1: 0.13604	F2: 0.11841
	Total predictions: 12000	True positives:  218	False positives:  987	False negatives: 1782	True negatives: 9013

['poi', 'from_messages', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'from_messages', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.75342	Precision: 0.19633	Recall: 0.15500	F1: 0.17323	F2: 0.16181
	Total predictions: 12000	True positives:  310	False positives: 1269	False negatives: 1690	True negatives: 8731

['poi', 'from_messages', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.83214	Precision: 0.18525	Recall: 0.05150	F1: 0.08059	F2: 0.06019
	Total predictions: 14000	True positives:  103	False positives:  453	False negatives: 1897	True negatives: 11547

['poi', 'from_messages', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.84442	Precision: 0.56221	Recall: 0.30050	F1: 0.39166	F2: 0.33135
	Total predictions: 12000	True positives:  601	False positives:  468	False negatives: 1399	True negatives: 9532

['poi', 'from_messages', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'from_messages', 'restricted_stock', 'salary']
	Accuracy: 0.81938	Precision: 0.30272	Recall: 0.13350	F1: 0.18529	F2: 0.15030
	Total predictions: 13000	True positives:  267	False positives:  615	False negatives: 1733	True negatives: 10385

['poi', 'from_messages', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'restricted_stock', 'total_payments']
	Accuracy: 0.83393	Precision: 0.23140	Recall: 0.07000	F1: 0.10749	F2: 0.08135
	Total predictions: 14000	True positives:  140	False positives:  465	False negatives: 1860	True negatives: 11535

['poi', 'from_messages', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84686	Precision: 0.43990	Recall: 0.26350	F1: 0.32958	F2: 0.28648
	Total predictions: 14000	True positives:  527	False positives:  671	False negatives: 1473	True negatives: 11329

['poi', 'from_messages', 'salary', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'salary', 'total_payments']
	Accuracy: 0.83393	Precision: 0.20293	Recall: 0.05550	F1: 0.08716	F2: 0.06494
	Total predictions: 14000	True positives:  111	False positives:  436	False negatives: 1889	True negatives: 11564

['poi', 'from_messages', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'salary', 'exercised_stock_options']
	Accuracy: 0.84438	Precision: 0.48934	Recall: 0.26400	F1: 0.34297	F2: 0.29078
	Total predictions: 13000	True positives:  528	False positives:  551	False negatives: 1472	True negatives: 10449

['poi', 'from_messages', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85940	Precision: 0.43473	Recall: 0.18150	F1: 0.25608	F2: 0.20543
	Total predictions: 15000	True positives:  363	False positives:  472	False negatives: 1637	True negatives: 12528

['poi', 'other', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'other', 'director_fees', 'resto_dirfees']
	Accuracy: 0.32082	Precision: 0.20437	Recall: 0.94550	F1: 0.33609	F2: 0.54802
	Total predictions: 11000	True positives: 1891	False positives: 7362	False negatives:  109	True negatives: 1638

['poi', 'other', 'director_fees', 'bonus']
GaussianNB()
['poi', 'other', 'director_fees', 'bonus']
	Accuracy: 0.31755	Precision: 0.20100	Recall: 0.92550	F1: 0.33027	F2: 0.53780
	Total predictions: 11000	True positives: 1851	False positives: 7358	False negatives:  149	True negatives: 1642

['poi', 'other', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'other', 'director_fees', 'total_stock_value']
	Accuracy: 0.25807	Precision: 0.14169	Recall: 0.90250	F1: 0.24493	F2: 0.43517
	Total predictions: 15000	True positives: 1805	False positives: 10934	False negatives:  195	True negatives: 2066

['poi', 'other', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'other', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.27877	Precision: 0.16840	Recall: 0.93650	F1: 0.28547	F2: 0.48975
	Total predictions: 13000	True positives: 1873	False positives: 9249	False negatives:  127	True negatives: 1751

['poi', 'other', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'other', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.29075	Precision: 0.17675	Recall: 0.89000	F1: 0.29492	F2: 0.49250
	Total predictions: 12000	True positives: 1780	False positives: 8291	False negatives:  220	True negatives: 1709

['poi', 'other', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'other', 'director_fees', 'restricted_stock']
	Accuracy: 0.26815	Precision: 0.16676	Recall: 0.94000	F1: 0.28326	F2: 0.48770
	Total predictions: 13000	True positives: 1880	False positives: 9394	False negatives:  120	True negatives: 1606

['poi', 'other', 'director_fees', 'salary']
GaussianNB()
['poi', 'other', 'director_fees', 'salary']
	Accuracy: 0.30233	Precision: 0.18574	Recall: 0.94150	F1: 0.31027	F2: 0.51908
	Total predictions: 12000	True positives: 1883	False positives: 8255	False negatives:  117	True negatives: 1745

['poi', 'other', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'other', 'director_fees', 'total_payments']
	Accuracy: 0.73200	Precision: 0.23519	Recall: 0.32950	F1: 0.27447	F2: 0.30504
	Total predictions: 13000	True positives:  659	False positives: 2143	False negatives: 1341	True negatives: 8857

['poi', 'other', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.25607	Precision: 0.15515	Recall: 0.94650	F1: 0.26660	F2: 0.46854
	Total predictions: 14000	True positives: 1893	False positives: 10308	False negatives:  107	True negatives: 1692

['poi', 'other', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'bonus']
	Accuracy: 0.23320	Precision: 0.19992	Recall: 0.94400	F1: 0.32995	F2: 0.54116
	Total predictions: 10000	True positives: 1888	False positives: 7556	False negatives:  112	True negatives:  444

['poi', 'other', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.21500	Precision: 0.14229	Recall: 0.89400	F1: 0.24550	F2: 0.43470
	Total predictions: 14000	True positives: 1788	False positives: 10778	False negatives:  212	True negatives: 1222

['poi', 'other', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.20891	Precision: 0.17791	Recall: 0.92550	F1: 0.29845	F2: 0.50288
	Total predictions: 11000	True positives: 1851	False positives: 8553	False negatives:  149	True negatives:  447

['poi', 'other', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.20464	Precision: 0.17228	Recall: 0.88700	F1: 0.28853	F2: 0.48478
	Total predictions: 11000	True positives: 1774	False positives: 8523	False negatives:  226	True negatives:  477

['poi', 'other', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.19333	Precision: 0.16369	Recall: 0.93450	F1: 0.27858	F2: 0.48125
	Total predictions: 12000	True positives: 1869	False positives: 9549	False negatives:  131	True negatives:  451

['poi', 'other', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'salary']
	Accuracy: 0.22640	Precision: 0.19772	Recall: 0.93800	F1: 0.32660	F2: 0.53637
	Total predictions: 10000	True positives: 1876	False positives: 7612	False negatives:  124	True negatives:  388

['poi', 'other', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'total_payments']
	Accuracy: 0.22623	Precision: 0.14860	Recall: 0.85200	F1: 0.25306	F2: 0.43766
	Total predictions: 13000	True positives: 1704	False positives: 9763	False negatives:  296	True negatives: 1237

['poi', 'other', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.22669	Precision: 0.15262	Recall: 0.88450	F1: 0.26032	F2: 0.45148
	Total predictions: 13000	True positives: 1769	False positives: 9822	False negatives:  231	True negatives: 1178

['poi', 'other', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'other', 'bonus', 'total_stock_value']
	Accuracy: 0.84186	Precision: 0.40663	Recall: 0.23300	F1: 0.29625	F2: 0.25476
	Total predictions: 14000	True positives:  466	False positives:  680	False negatives: 1534	True negatives: 11320

['poi', 'other', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'other', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.80045	Precision: 0.35598	Recall: 0.12050	F1: 0.18005	F2: 0.13887
	Total predictions: 11000	True positives:  241	False positives:  436	False negatives: 1759	True negatives: 8564

['poi', 'other', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'other', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.78764	Precision: 0.29808	Recall: 0.12400	F1: 0.17514	F2: 0.14040
	Total predictions: 11000	True positives:  248	False positives:  584	False negatives: 1752	True negatives: 8416

['poi', 'other', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'other', 'bonus', 'restricted_stock']
	Accuracy: 0.79708	Precision: 0.25914	Recall: 0.11700	F1: 0.16121	F2: 0.13142
	Total predictions: 12000	True positives:  234	False positives:  669	False negatives: 1766	True negatives: 9331

['poi', 'other', 'bonus', 'salary']
GaussianNB()
['poi', 'other', 'bonus', 'salary']
	Accuracy: 0.78070	Precision: 0.35085	Recall: 0.11350	F1: 0.17151	F2: 0.13126
	Total predictions: 10000	True positives:  227	False positives:  420	False negatives: 1773	True negatives: 7580

['poi', 'other', 'bonus', 'total_payments']
GaussianNB()
['poi', 'other', 'bonus', 'total_payments']
	Accuracy: 0.81892	Precision: 0.29028	Recall: 0.12250	F1: 0.17229	F2: 0.13851
	Total predictions: 13000	True positives:  245	False positives:  599	False negatives: 1755	True negatives: 10401

['poi', 'other', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'bonus', 'exercised_stock_options']
	Accuracy: 0.83831	Precision: 0.44796	Recall: 0.21950	F1: 0.29463	F2: 0.24443
	Total predictions: 13000	True positives:  439	False positives:  541	False negatives: 1561	True negatives: 10459

['poi', 'other', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'other', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.84571	Precision: 0.40971	Recall: 0.18150	F1: 0.25156	F2: 0.20425
	Total predictions: 14000	True positives:  363	False positives:  523	False negatives: 1637	True negatives: 11477

['poi', 'other', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'other', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.85007	Precision: 0.43971	Recall: 0.18050	F1: 0.25594	F2: 0.20463
	Total predictions: 14000	True positives:  361	False positives:  460	False negatives: 1639	True negatives: 11540

['poi', 'other', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'other', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.85150	Precision: 0.45200	Recall: 0.18600	F1: 0.26355	F2: 0.21081
	Total predictions: 14000	True positives:  372	False positives:  451	False negatives: 1628	True negatives: 11549

['poi', 'other', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'other', 'total_stock_value', 'salary']
	Accuracy: 0.84579	Precision: 0.41037	Recall: 0.18200	F1: 0.25216	F2: 0.20479
	Total predictions: 14000	True positives:  364	False positives:  523	False negatives: 1636	True negatives: 11477

['poi', 'other', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'other', 'total_stock_value', 'total_payments']
	Accuracy: 0.84027	Precision: 0.31530	Recall: 0.16900	F1: 0.22005	F2: 0.18629
	Total predictions: 15000	True positives:  338	False positives:  734	False negatives: 1662	True negatives: 12266

['poi', 'other', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.84185	Precision: 0.47089	Recall: 0.22650	F1: 0.30587	F2: 0.25273
	Total predictions: 13000	True positives:  453	False positives:  509	False negatives: 1547	True negatives: 10491

['poi', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.77309	Precision: 0.00400	Recall: 0.00100	F1: 0.00160	F2: 0.00118
	Total predictions: 11000	True positives:    2	False positives:  498	False negatives: 1998	True negatives: 8502

['poi', 'other', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'other', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.80446	Precision: 0.13673	Recall: 0.05100	F1: 0.07429	F2: 0.05831
	Total predictions: 13000	True positives:  102	False positives:  644	False negatives: 1898	True negatives: 10356

['poi', 'other', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'other', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.78991	Precision: 0.19806	Recall: 0.05100	F1: 0.08111	F2: 0.05989
	Total predictions: 11000	True positives:  102	False positives:  413	False negatives: 1898	True negatives: 8587

['poi', 'other', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'other', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.81569	Precision: 0.00746	Recall: 0.00150	F1: 0.00250	F2: 0.00179
	Total predictions: 13000	True positives:    3	False positives:  399	False negatives: 1997	True negatives: 10601

['poi', 'other', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.84215	Precision: 0.46766	Recall: 0.18800	F1: 0.26819	F2: 0.21354
	Total predictions: 13000	True positives:  376	False positives:  428	False negatives: 1624	True negatives: 10572

['poi', 'other', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'other', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.78475	Precision: 0.12387	Recall: 0.04800	F1: 0.06919	F2: 0.05470
	Total predictions: 12000	True positives:   96	False positives:  679	False negatives: 1904	True negatives: 9321

['poi', 'other', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'other', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.78155	Precision: 0.17863	Recall: 0.05600	F1: 0.08527	F2: 0.06491
	Total predictions: 11000	True positives:  112	False positives:  515	False negatives: 1888	True negatives: 8485

['poi', 'other', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'other', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.81708	Precision: 0.01289	Recall: 0.00250	F1: 0.00419	F2: 0.00298
	Total predictions: 13000	True positives:    5	False positives:  383	False negatives: 1995	True negatives: 10617

['poi', 'other', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.84108	Precision: 0.45823	Recall: 0.18100	F1: 0.25950	F2: 0.20592
	Total predictions: 13000	True positives:  362	False positives:  428	False negatives: 1638	True negatives: 10572

['poi', 'other', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'other', 'restricted_stock', 'salary']
	Accuracy: 0.79650	Precision: 0.14123	Recall: 0.04350	F1: 0.06651	F2: 0.05049
	Total predictions: 12000	True positives:   87	False positives:  529	False negatives: 1913	True negatives: 9471

['poi', 'other', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'other', 'restricted_stock', 'total_payments']
	Accuracy: 0.82036	Precision: 0.16515	Recall: 0.06350	F1: 0.09173	F2: 0.07241
	Total predictions: 14000	True positives:  127	False positives:  642	False negatives: 1873	True negatives: 11358

['poi', 'other', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84736	Precision: 0.42380	Recall: 0.19050	F1: 0.26285	F2: 0.21407
	Total predictions: 14000	True positives:  381	False positives:  518	False negatives: 1619	True negatives: 11482

['poi', 'other', 'salary', 'total_payments']
GaussianNB()
['poi', 'other', 'salary', 'total_payments']
	Accuracy: 0.82038	Precision: 0.20249	Recall: 0.05700	F1: 0.08896	F2: 0.06657
	Total predictions: 13000	True positives:  114	False positives:  449	False negatives: 1886	True negatives: 10551

['poi', 'other', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'salary', 'exercised_stock_options']
	Accuracy: 0.83900	Precision: 0.43825	Recall: 0.16500	F1: 0.23974	F2: 0.18851
	Total predictions: 13000	True positives:  330	False positives:  423	False negatives: 1670	True negatives: 10577

['poi', 'other', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.83914	Precision: 0.36596	Recall: 0.17200	F1: 0.23401	F2: 0.19239
	Total predictions: 14000	True positives:  344	False positives:  596	False negatives: 1656	True negatives: 11404

['poi', 'director_fees', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'bonus']
	Accuracy: 0.35580	Precision: 0.23691	Recall: 1.00000	F1: 0.38307	F2: 0.60820
	Total predictions: 10000	True positives: 2000	False positives: 6442	False negatives:    0	True negatives: 1558

['poi', 'director_fees', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.25800	Precision: 0.16145	Recall: 1.00000	F1: 0.27801	F2: 0.49048
	Total predictions: 14000	True positives: 2000	False positives: 10388	False negatives:    0	True negatives: 1612

['poi', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.29933	Precision: 0.13687	Recall: 1.00000	F1: 0.24079	F2: 0.44224
	Total predictions: 9000	True positives: 1000	False positives: 6306	False negatives:    0	True negatives: 1694

['poi', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.39089	Precision: 0.25846	Recall: 0.93150	F1: 0.40465	F2: 0.61251
	Total predictions: 9000	True positives: 1863	False positives: 5345	False negatives:  137	True negatives: 1655

['poi', 'director_fees', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.28031	Precision: 0.17543	Recall: 0.99400	F1: 0.29823	F2: 0.51417
	Total predictions: 13000	True positives: 1988	False positives: 9344	False negatives:   12	True negatives: 1656

['poi', 'director_fees', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'salary']
	Accuracy: 0.32400	Precision: 0.21110	Recall: 0.99300	F1: 0.34818	F2: 0.57043
	Total predictions: 11000	True positives: 1986	False positives: 7422	False negatives:   14	True negatives: 1578

['poi', 'director_fees', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'total_payments']
	Accuracy: 0.27708	Precision: 0.16961	Recall: 0.94950	F1: 0.28781	F2: 0.49463
	Total predictions: 13000	True positives: 1899	False positives: 9297	False negatives:  101	True negatives: 1703

['poi', 'director_fees', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.22817	Precision: 0.09745	Recall: 1.00000	F1: 0.17759	F2: 0.35058
	Total predictions: 12000	True positives: 1000	False positives: 9262	False negatives:    0	True negatives: 1738

['poi', 'director_fees', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'director_fees', 'bonus', 'total_stock_value']
	Accuracy: 0.26043	Precision: 0.16189	Recall: 1.00000	F1: 0.27867	F2: 0.49130
	Total predictions: 14000	True positives: 2000	False positives: 10354	False negatives:    0	True negatives: 1646

['poi', 'director_fees', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'director_fees', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.30083	Precision: 0.19249	Recall: 1.00000	F1: 0.32284	F2: 0.54377
	Total predictions: 12000	True positives: 2000	False positives: 8390	False negatives:    0	True negatives: 1610

['poi', 'director_fees', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'director_fees', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.31100	Precision: 0.20092	Recall: 0.93700	F1: 0.33089	F2: 0.54077
	Total predictions: 11000	True positives: 1874	False positives: 7453	False negatives:  126	True negatives: 1547

['poi', 'director_fees', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'director_fees', 'bonus', 'restricted_stock']
	Accuracy: 0.28015	Precision: 0.17546	Recall: 0.99450	F1: 0.29829	F2: 0.51433
	Total predictions: 13000	True positives: 1989	False positives: 9347	False negatives:   11	True negatives: 1653

['poi', 'director_fees', 'bonus', 'salary']
GaussianNB()
['poi', 'director_fees', 'bonus', 'salary']
	Accuracy: 0.32409	Precision: 0.21112	Recall: 0.99300	F1: 0.34821	F2: 0.57046
	Total predictions: 11000	True positives: 1986	False positives: 7421	False negatives:   14	True negatives: 1579

['poi', 'director_fees', 'bonus', 'total_payments']
GaussianNB()
['poi', 'director_fees', 'bonus', 'total_payments']
	Accuracy: 0.60685	Precision: 0.22008	Recall: 0.61150	F1: 0.32367	F2: 0.45106
	Total predictions: 13000	True positives: 1223	False positives: 4334	False negatives:  777	True negatives: 6666

['poi', 'director_fees', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'bonus', 'exercised_stock_options']
	Accuracy: 0.26086	Precision: 0.16197	Recall: 1.00000	F1: 0.27878	F2: 0.49145
	Total predictions: 14000	True positives: 2000	False positives: 10348	False negatives:    0	True negatives: 1652

['poi', 'director_fees', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'director_fees', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.24907	Precision: 0.15078	Recall: 1.00000	F1: 0.26205	F2: 0.47028
	Total predictions: 15000	True positives: 2000	False positives: 11264	False negatives:    0	True negatives: 1736

['poi', 'director_fees', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'director_fees', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.25843	Precision: 0.16152	Recall: 1.00000	F1: 0.27813	F2: 0.49063
	Total predictions: 14000	True positives: 2000	False positives: 10382	False negatives:    0	True negatives: 1618

['poi', 'director_fees', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'director_fees', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.25621	Precision: 0.16090	Recall: 0.99800	F1: 0.27713	F2: 0.48910
	Total predictions: 14000	True positives: 1996	False positives: 10409	False negatives:    4	True negatives: 1591

['poi', 'director_fees', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'director_fees', 'total_stock_value', 'salary']
	Accuracy: 0.24867	Precision: 0.15072	Recall: 1.00000	F1: 0.26195	F2: 0.47015
	Total predictions: 15000	True positives: 2000	False positives: 11270	False negatives:    0	True negatives: 1730

['poi', 'director_fees', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'director_fees', 'total_stock_value', 'total_payments']
	Accuracy: 0.75633	Precision: 0.24003	Recall: 0.38200	F1: 0.29481	F2: 0.34159
	Total predictions: 15000	True positives:  764	False positives: 2419	False negatives: 1236	True negatives: 10581

['poi', 'director_fees', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.33386	Precision: 0.15983	Recall: 0.86050	F1: 0.26958	F2: 0.45849
	Total predictions: 14000	True positives: 1721	False positives: 9047	False negatives:  279	True negatives: 2953

['poi', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.35860	Precision: 0.22706	Recall: 0.91800	F1: 0.36407	F2: 0.57068
	Total predictions: 10000	True positives: 1836	False positives: 6250	False negatives:  164	True negatives: 1750

['poi', 'director_fees', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'director_fees', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.27477	Precision: 0.17438	Recall: 0.99450	F1: 0.29673	F2: 0.51247
	Total predictions: 13000	True positives: 1989	False positives: 9417	False negatives:   11	True negatives: 1583

['poi', 'director_fees', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'director_fees', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.28269	Precision: 0.17545	Recall: 0.99000	F1: 0.29808	F2: 0.51335
	Total predictions: 13000	True positives: 1980	False positives: 9305	False negatives:   20	True negatives: 1695

['poi', 'director_fees', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'director_fees', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.25750	Precision: 0.15580	Recall: 0.95000	F1: 0.26770	F2: 0.47041
	Total predictions: 14000	True positives: 1900	False positives: 10295	False negatives:  100	True negatives: 1705

['poi', 'director_fees', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.27292	Precision: 0.17464	Recall: 1.00000	F1: 0.29735	F2: 0.51409
	Total predictions: 13000	True positives: 2000	False positives: 9452	False negatives:    0	True negatives: 1548

['poi', 'director_fees', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'director_fees', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.27100	Precision: 0.16677	Recall: 0.93550	F1: 0.28308	F2: 0.48676
	Total predictions: 13000	True positives: 1871	False positives: 9348	False negatives:  129	True negatives: 1652

['poi', 'director_fees', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'director_fees', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.29158	Precision: 0.18216	Recall: 0.93150	F1: 0.30474	F2: 0.51106
	Total predictions: 12000	True positives: 1863	False positives: 8364	False negatives:  137	True negatives: 1636

['poi', 'director_fees', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'director_fees', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.25571	Precision: 0.15503	Recall: 0.94600	F1: 0.26640	F2: 0.46822
	Total predictions: 14000	True positives: 1892	False positives: 10312	False negatives:  108	True negatives: 1688

['poi', 'director_fees', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.27823	Precision: 0.17570	Recall: 1.00000	F1: 0.29889	F2: 0.51592
	Total predictions: 13000	True positives: 2000	False positives: 9383	False negatives:    0	True negatives: 1617

['poi', 'director_fees', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'director_fees', 'restricted_stock', 'salary']
	Accuracy: 0.27500	Precision: 0.17483	Recall: 0.99800	F1: 0.29753	F2: 0.51398
	Total predictions: 13000	True positives: 1996	False positives: 9421	False negatives:    4	True negatives: 1579

['poi', 'director_fees', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'director_fees', 'restricted_stock', 'total_payments']
	Accuracy: 0.70321	Precision: 0.21562	Recall: 0.40850	F1: 0.28226	F2: 0.34651
	Total predictions: 14000	True positives:  817	False positives: 2972	False negatives: 1183	True negatives: 9028

['poi', 'director_fees', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.25536	Precision: 0.16097	Recall: 1.00000	F1: 0.27730	F2: 0.48960
	Total predictions: 14000	True positives: 2000	False positives: 10425	False negatives:    0	True negatives: 1575

['poi', 'director_fees', 'salary', 'total_payments']
GaussianNB()
['poi', 'director_fees', 'salary', 'total_payments']
	Accuracy: 0.34477	Precision: 0.17540	Recall: 0.88050	F1: 0.29252	F2: 0.48808
	Total predictions: 13000	True positives: 1761	False positives: 8279	False negatives:  239	True negatives: 2721

['poi', 'director_fees', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'salary', 'exercised_stock_options']
	Accuracy: 0.26064	Precision: 0.16193	Recall: 1.00000	F1: 0.27873	F2: 0.49138
	Total predictions: 14000	True positives: 2000	False positives: 10351	False negatives:    0	True negatives: 1649

['poi', 'director_fees', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.74014	Precision: 0.24049	Recall: 0.37950	F1: 0.29441	F2: 0.34018
	Total predictions: 14000	True positives:  759	False positives: 2397	False negatives: 1241	True negatives: 9603

['poi', 'resto_dirfees', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'resto_dirfees', 'bonus', 'total_stock_value']
	Accuracy: 0.23000	Precision: 0.16128	Recall: 0.95350	F1: 0.27590	F2: 0.48098
	Total predictions: 13000	True positives: 1907	False positives: 9917	False negatives:   93	True negatives: 1083

['poi', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.21973	Precision: 0.18898	Recall: 1.00000	F1: 0.31789	F2: 0.53813
	Total predictions: 11000	True positives: 2000	False positives: 8583	False negatives:    0	True negatives:  417

['poi', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.22940	Precision: 0.19784	Recall: 0.93400	F1: 0.32652	F2: 0.53549
	Total predictions: 10000	True positives: 1868	False positives: 7574	False negatives:  132	True negatives:  426

['poi', 'resto_dirfees', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'resto_dirfees', 'bonus', 'restricted_stock']
	Accuracy: 0.20192	Precision: 0.17219	Recall: 0.99500	F1: 0.29358	F2: 0.50877
	Total predictions: 12000	True positives: 1990	False positives: 9567	False negatives:   10	True negatives:  433

['poi', 'resto_dirfees', 'bonus', 'salary']
GaussianNB()
['poi', 'resto_dirfees', 'bonus', 'salary']
	Accuracy: 0.23510	Precision: 0.20569	Recall: 0.98700	F1: 0.34043	F2: 0.56089
	Total predictions: 10000	True positives: 1974	False positives: 7623	False negatives:   26	True negatives:  377

['poi', 'resto_dirfees', 'bonus', 'total_payments']
GaussianNB()
['poi', 'resto_dirfees', 'bonus', 'total_payments']
	Accuracy: 0.22438	Precision: 0.15066	Recall: 0.87150	F1: 0.25691	F2: 0.44535
	Total predictions: 13000	True positives: 1743	False positives: 9826	False negatives:  257	True negatives: 1174

['poi', 'resto_dirfees', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'resto_dirfees', 'bonus', 'exercised_stock_options']
	Accuracy: 0.22469	Precision: 0.16239	Recall: 0.97150	F1: 0.27827	F2: 0.48660
	Total predictions: 13000	True positives: 1943	False positives: 10022	False negatives:   57	True negatives:  978

['poi', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.17071	Precision: 0.14674	Recall: 0.99800	F1: 0.25586	F2: 0.46199
	Total predictions: 14000	True positives: 1996	False positives: 11606	False negatives:    4	True negatives:  394

['poi', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.18446	Precision: 0.15860	Recall: 0.99900	F1: 0.27374	F2: 0.48500
	Total predictions: 13000	True positives: 1998	False positives: 10600	False negatives:    2	True negatives:  400

['poi', 'resto_dirfees', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'resto_dirfees', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.23069	Precision: 0.16008	Recall: 0.94200	F1: 0.27366	F2: 0.47650
	Total predictions: 13000	True positives: 1884	False positives: 9885	False negatives:  116	True negatives: 1115

['poi', 'resto_dirfees', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'resto_dirfees', 'total_stock_value', 'salary']
	Accuracy: 0.20229	Precision: 0.14922	Recall: 0.97500	F1: 0.25883	F2: 0.46279
	Total predictions: 14000	True positives: 1950	False positives: 11118	False negatives:   50	True negatives:  882

['poi', 'resto_dirfees', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'resto_dirfees', 'total_stock_value', 'total_payments']
	Accuracy: 0.22680	Precision: 0.13294	Recall: 0.86900	F1: 0.23060	F2: 0.41236
	Total predictions: 15000	True positives: 1738	False positives: 11336	False negatives:  262	True negatives: 1664

['poi', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.23731	Precision: 0.16039	Recall: 0.93450	F1: 0.27379	F2: 0.47550
	Total predictions: 13000	True positives: 1869	False positives: 9784	False negatives:  131	True negatives: 1216

['poi', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.17175	Precision: 0.12573	Recall: 0.94500	F1: 0.22194	F2: 0.41030
	Total predictions: 8000	True positives:  945	False positives: 6571	False negatives:   55	True negatives:  429

['poi', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.19500	Precision: 0.17091	Recall: 0.99450	F1: 0.29168	F2: 0.50642
	Total predictions: 12000	True positives: 1989	False positives: 9649	False negatives:   11	True negatives:  351

['poi', 'resto_dirfees', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'resto_dirfees', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.21564	Precision: 0.18700	Recall: 0.99000	F1: 0.31459	F2: 0.53260
	Total predictions: 11000	True positives: 1980	False positives: 8608	False negatives:   20	True negatives:  392

['poi', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.21657	Precision: 0.14042	Recall: 0.87550	F1: 0.24202	F2: 0.42770
	Total predictions: 14000	True positives: 1751	False positives: 10719	False negatives:  249	True negatives: 1281

['poi', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.19833	Precision: 0.17206	Recall: 0.99950	F1: 0.29358	F2: 0.50948
	Total predictions: 12000	True positives: 1999	False positives: 9619	False negatives:    1	True negatives:  381

['poi', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.19183	Precision: 0.16331	Recall: 0.93350	F1: 0.27799	F2: 0.48039
	Total predictions: 12000	True positives: 1867	False positives: 9565	False negatives:  133	True negatives:  435

['poi', 'resto_dirfees', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'resto_dirfees', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.20791	Precision: 0.17779	Recall: 0.92600	F1: 0.29830	F2: 0.50280
	Total predictions: 11000	True positives: 1852	False positives: 8565	False negatives:  148	True negatives:  435

['poi', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.23038	Precision: 0.15144	Recall: 0.86950	F1: 0.25795	F2: 0.44629
	Total predictions: 13000	True positives: 1739	False positives: 9744	False negatives:  261	True negatives: 1256

['poi', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.19633	Precision: 0.17086	Recall: 0.99200	F1: 0.29151	F2: 0.50581
	Total predictions: 12000	True positives: 1984	False positives: 9628	False negatives:   16	True negatives:  372

['poi', 'resto_dirfees', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'resto_dirfees', 'restricted_stock', 'salary']
	Accuracy: 0.19892	Precision: 0.17166	Recall: 0.99500	F1: 0.29280	F2: 0.50783
	Total predictions: 12000	True positives: 1990	False positives: 9603	False negatives:   10	True negatives:  397

['poi', 'resto_dirfees', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'resto_dirfees', 'restricted_stock', 'total_payments']
	Accuracy: 0.20914	Precision: 0.13822	Recall: 0.86650	F1: 0.23841	F2: 0.42190
	Total predictions: 14000	True positives: 1733	False positives: 10805	False negatives:  267	True negatives: 1195

['poi', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.22538	Precision: 0.16058	Recall: 0.95450	F1: 0.27491	F2: 0.47994
	Total predictions: 13000	True positives: 1909	False positives: 9979	False negatives:   91	True negatives: 1021

['poi', 'resto_dirfees', 'salary', 'total_payments']
GaussianNB()
['poi', 'resto_dirfees', 'salary', 'total_payments']
	Accuracy: 0.22462	Precision: 0.15028	Recall: 0.86800	F1: 0.25620	F2: 0.44394
	Total predictions: 13000	True positives: 1736	False positives: 9816	False negatives:  264	True negatives: 1184

['poi', 'resto_dirfees', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'resto_dirfees', 'salary', 'exercised_stock_options']
	Accuracy: 0.19969	Precision: 0.16020	Recall: 0.99050	F1: 0.27579	F2: 0.48635
	Total predictions: 13000	True positives: 1981	False positives: 10385	False negatives:   19	True negatives:  615

['poi', 'resto_dirfees', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'resto_dirfees', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.22379	Precision: 0.14214	Recall: 0.88050	F1: 0.24477	F2: 0.43185
	Total predictions: 14000	True positives: 1761	False positives: 10628	False negatives:  239	True negatives: 1372

['poi', 'bonus', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'bonus', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.84931	Precision: 0.51748	Recall: 0.30350	F1: 0.38260	F2: 0.33086
	Total predictions: 13000	True positives:  607	False positives:  566	False negatives: 1393	True negatives: 10434

['poi', 'bonus', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'bonus', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.84762	Precision: 0.50855	Recall: 0.28250	F1: 0.36323	F2: 0.31006
	Total predictions: 13000	True positives:  565	False positives:  546	False negatives: 1435	True negatives: 10454

['poi', 'bonus', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'bonus', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.84508	Precision: 0.49413	Recall: 0.29450	F1: 0.36905	F2: 0.32039
	Total predictions: 13000	True positives:  589	False positives:  603	False negatives: 1411	True negatives: 10397

['poi', 'bonus', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'bonus', 'total_stock_value', 'salary']
	Accuracy: 0.84146	Precision: 0.47589	Recall: 0.30100	F1: 0.36876	F2: 0.32488
	Total predictions: 13000	True positives:  602	False positives:  663	False negatives: 1398	True negatives: 10337

['poi', 'bonus', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'bonus', 'total_stock_value', 'total_payments']
	Accuracy: 0.84913	Precision: 0.38996	Recall: 0.23300	F1: 0.29171	F2: 0.25340
	Total predictions: 15000	True positives:  466	False positives:  729	False negatives: 1534	True negatives: 12271

['poi', 'bonus', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'bonus', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.84300	Precision: 0.48581	Recall: 0.35100	F1: 0.40755	F2: 0.37163
	Total predictions: 13000	True positives:  702	False positives:  743	False negatives: 1298	True negatives: 10257

['poi', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.78480	Precision: 0.40865	Recall: 0.17000	F1: 0.24011	F2: 0.19248
	Total predictions: 10000	True positives:  340	False positives:  492	False negatives: 1660	True negatives: 7508

['poi', 'bonus', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'bonus', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.81333	Precision: 0.37780	Recall: 0.18550	F1: 0.24883	F2: 0.20652
	Total predictions: 12000	True positives:  371	False positives:  611	False negatives: 1629	True negatives: 9389

['poi', 'bonus', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'bonus', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.79909	Precision: 0.38411	Recall: 0.17400	F1: 0.23950	F2: 0.19537
	Total predictions: 11000	True positives:  348	False positives:  558	False negatives: 1652	True negatives: 8442

['poi', 'bonus', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'bonus', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.83146	Precision: 0.35852	Recall: 0.12100	F1: 0.18093	F2: 0.13948
	Total predictions: 13000	True positives:  242	False positives:  433	False negatives: 1758	True negatives: 10567

['poi', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.84285	Precision: 0.48170	Recall: 0.28300	F1: 0.35654	F2: 0.30845
	Total predictions: 13000	True positives:  566	False positives:  609	False negatives: 1434	True negatives: 10391

['poi', 'bonus', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'bonus', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.80592	Precision: 0.33888	Recall: 0.17300	F1: 0.22906	F2: 0.19177
	Total predictions: 12000	True positives:  346	False positives:  675	False negatives: 1654	True negatives: 9325

['poi', 'bonus', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'bonus', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.78845	Precision: 0.33860	Recall: 0.17150	F1: 0.22768	F2: 0.19028
	Total predictions: 11000	True positives:  343	False positives:  670	False negatives: 1657	True negatives: 8330

['poi', 'bonus', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'bonus', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.83277	Precision: 0.37391	Recall: 0.12900	F1: 0.19182	F2: 0.14845
	Total predictions: 13000	True positives:  258	False positives:  432	False negatives: 1742	True negatives: 10568

['poi', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.84662	Precision: 0.50271	Recall: 0.27850	F1: 0.35843	F2: 0.30578
	Total predictions: 13000	True positives:  557	False positives:  551	False negatives: 1443	True negatives: 10449

['poi', 'bonus', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'bonus', 'restricted_stock', 'salary']
	Accuracy: 0.81008	Precision: 0.36364	Recall: 0.18600	F1: 0.24611	F2: 0.20614
	Total predictions: 12000	True positives:  372	False positives:  651	False negatives: 1628	True negatives: 9349

['poi', 'bonus', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'bonus', 'restricted_stock', 'total_payments']
	Accuracy: 0.82914	Precision: 0.28834	Recall: 0.13350	F1: 0.18250	F2: 0.14956
	Total predictions: 14000	True positives:  267	False positives:  659	False negatives: 1733	True negatives: 11341

['poi', 'bonus', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'bonus', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84200	Precision: 0.47823	Recall: 0.29650	F1: 0.36605	F2: 0.32089
	Total predictions: 13000	True positives:  593	False positives:  647	False negatives: 1407	True negatives: 10353

['poi', 'bonus', 'salary', 'total_payments']
GaussianNB()
['poi', 'bonus', 'salary', 'total_payments']
	Accuracy: 0.82677	Precision: 0.33721	Recall: 0.13050	F1: 0.18818	F2: 0.14873
	Total predictions: 13000	True positives:  261	False positives:  513	False negatives: 1739	True negatives: 10487

['poi', 'bonus', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'bonus', 'salary', 'exercised_stock_options']
	Accuracy: 0.84277	Precision: 0.48281	Recall: 0.30900	F1: 0.37683	F2: 0.33297
	Total predictions: 13000	True positives:  618	False positives:  662	False negatives: 1382	True negatives: 10338

['poi', 'bonus', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'bonus', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84921	Precision: 0.44739	Recall: 0.23600	F1: 0.30900	F2: 0.26063
	Total predictions: 14000	True positives:  472	False positives:  583	False negatives: 1528	True negatives: 11417

['poi', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.86154	Precision: 0.61655	Recall: 0.26450	F1: 0.37019	F2: 0.29860
	Total predictions: 13000	True positives:  529	False positives:  329	False negatives: 1471	True negatives: 10671

['poi', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.86750	Precision: 0.57544	Recall: 0.27650	F1: 0.37352	F2: 0.30856
	Total predictions: 14000	True positives:  553	False positives:  408	False negatives: 1447	True negatives: 11592

['poi', 'total_stock_value', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'total_stock_value', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.85138	Precision: 0.54096	Recall: 0.22450	F1: 0.31731	F2: 0.25425
	Total predictions: 13000	True positives:  449	False positives:  381	False negatives: 1551	True negatives: 10619

['poi', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.85273	Precision: 0.38895	Recall: 0.18300	F1: 0.24889	F2: 0.20468
	Total predictions: 15000	True positives:  366	False positives:  575	False negatives: 1634	True negatives: 12425

['poi', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.83892	Precision: 0.45955	Recall: 0.26700	F1: 0.33776	F2: 0.29142
	Total predictions: 13000	True positives:  534	False positives:  628	False negatives: 1466	True negatives: 10372

['poi', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.85377	Precision: 0.55108	Recall: 0.26700	F1: 0.35972	F2: 0.29769
	Total predictions: 13000	True positives:  534	False positives:  435	False negatives: 1466	True negatives: 10565

['poi', 'total_stock_value', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'total_stock_value', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.86400	Precision: 0.55825	Recall: 0.23000	F1: 0.32578	F2: 0.26065
	Total predictions: 14000	True positives:  460	False positives:  364	False negatives: 1540	True negatives: 11636

['poi', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.85253	Precision: 0.38723	Recall: 0.18200	F1: 0.24762	F2: 0.20358
	Total predictions: 15000	True positives:  364	False positives:  576	False negatives: 1636	True negatives: 12424

['poi', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.84277	Precision: 0.48157	Recall: 0.28750	F1: 0.36005	F2: 0.31270
	Total predictions: 13000	True positives:  575	False positives:  619	False negatives: 1425	True negatives: 10381

['poi', 'total_stock_value', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'total_stock_value', 'restricted_stock', 'salary']
	Accuracy: 0.86114	Precision: 0.52917	Recall: 0.25400	F1: 0.34324	F2: 0.28348
	Total predictions: 14000	True positives:  508	False positives:  452	False negatives: 1492	True negatives: 11548

['poi', 'total_stock_value', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'total_stock_value', 'restricted_stock', 'total_payments']
	Accuracy: 0.85380	Precision: 0.39384	Recall: 0.17900	F1: 0.24613	F2: 0.20092
	Total predictions: 15000	True positives:  358	False positives:  551	False negatives: 1642	True negatives: 12449

['poi', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84569	Precision: 0.49737	Recall: 0.28350	F1: 0.36115	F2: 0.31018
	Total predictions: 13000	True positives:  567	False positives:  573	False negatives: 1433	True negatives: 10427

['poi', 'total_stock_value', 'salary', 'total_payments']
GaussianNB()
['poi', 'total_stock_value', 'salary', 'total_payments']
	Accuracy: 0.84920	Precision: 0.36383	Recall: 0.17500	F1: 0.23633	F2: 0.19527
	Total predictions: 15000	True positives:  350	False positives:  612	False negatives: 1650	True negatives: 12388

['poi', 'total_stock_value', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'total_stock_value', 'salary', 'exercised_stock_options']
	Accuracy: 0.84285	Precision: 0.48065	Recall: 0.26700	F1: 0.34330	F2: 0.29305
	Total predictions: 13000	True positives:  534	False positives:  577	False negatives: 1466	True negatives: 10423

['poi', 'total_stock_value', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'total_stock_value', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84827	Precision: 0.38500	Recall: 0.23100	F1: 0.28875	F2: 0.25109
	Total predictions: 15000	True positives:  462	False positives:  738	False negatives: 1538	True negatives: 12262

['poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.80650	Precision: 0.22987	Recall: 0.06850	F1: 0.10555	F2: 0.07969
	Total predictions: 12000	True positives:  137	False positives:  459	False negatives: 1863	True negatives: 9541

['poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.78900	Precision: 0.28798	Recall: 0.10900	F1: 0.15814	F2: 0.12447
	Total predictions: 11000	True positives:  218	False positives:  539	False negatives: 1782	True negatives: 8461

['poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.83493	Precision: 0.07629	Recall: 0.01400	F1: 0.02366	F2: 0.01673
	Total predictions: 14000	True positives:   28	False positives:  339	False negatives: 1972	True negatives: 11661

['poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.84633	Precision: 0.59155	Recall: 0.25200	F1: 0.35344	F2: 0.28468
	Total predictions: 12000	True positives:  504	False positives:  348	False negatives: 1496	True negatives: 9652

['poi', 'from_poi_to_this_person', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'from_poi_to_this_person', 'restricted_stock', 'salary']
	Accuracy: 0.81225	Precision: 0.32600	Recall: 0.11850	F1: 0.17382	F2: 0.13579
	Total predictions: 12000	True positives:  237	False positives:  490	False negatives: 1763	True negatives: 9510

['poi', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']
	Accuracy: 0.82614	Precision: 0.17221	Recall: 0.05700	F1: 0.08565	F2: 0.06580
	Total predictions: 14000	True positives:  114	False positives:  548	False negatives: 1886	True negatives: 11452

['poi', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.86271	Precision: 0.53794	Recall: 0.27650	F1: 0.36526	F2: 0.30627
	Total predictions: 14000	True positives:  553	False positives:  475	False negatives: 1447	True negatives: 11525

['poi', 'from_poi_to_this_person', 'salary', 'total_payments']
GaussianNB()
['poi', 'from_poi_to_this_person', 'salary', 'total_payments']
	Accuracy: 0.83069	Precision: 0.25899	Recall: 0.05400	F1: 0.08937	F2: 0.06416
	Total predictions: 13000	True positives:  108	False positives:  309	False negatives: 1892	True negatives: 10691

['poi', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']
	Accuracy: 0.85238	Precision: 0.54639	Recall: 0.23850	F1: 0.33206	F2: 0.26879
	Total predictions: 13000	True positives:  477	False positives:  396	False negatives: 1523	True negatives: 10604

['poi', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84893	Precision: 0.43195	Recall: 0.18250	F1: 0.25659	F2: 0.20633
	Total predictions: 14000	True positives:  365	False positives:  480	False negatives: 1635	True negatives: 11520

['poi', 'from_this_person_to_poi', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'from_this_person_to_poi', 'restricted_stock', 'salary']
	Accuracy: 0.80358	Precision: 0.28098	Recall: 0.11450	F1: 0.16270	F2: 0.12989
	Total predictions: 12000	True positives:  229	False positives:  586	False negatives: 1771	True negatives: 9414

['poi', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']
	Accuracy: 0.82821	Precision: 0.19640	Recall: 0.06550	F1: 0.09824	F2: 0.07557
	Total predictions: 14000	True positives:  131	False positives:  536	False negatives: 1869	True negatives: 11464

['poi', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84977	Precision: 0.52302	Recall: 0.26700	F1: 0.35353	F2: 0.29598
	Total predictions: 13000	True positives:  534	False positives:  487	False negatives: 1466	True negatives: 10513

['poi', 'from_this_person_to_poi', 'salary', 'total_payments']
GaussianNB()
['poi', 'from_this_person_to_poi', 'salary', 'total_payments']
	Accuracy: 0.83100	Precision: 0.27765	Recall: 0.06150	F1: 0.10070	F2: 0.07284
	Total predictions: 13000	True positives:  123	False positives:  320	False negatives: 1877	True negatives: 10680

['poi', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']
	Accuracy: 0.85169	Precision: 0.54167	Recall: 0.23400	F1: 0.32682	F2: 0.26399
	Total predictions: 13000	True positives:  468	False positives:  396	False negatives: 1532	True negatives: 10604

['poi', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85036	Precision: 0.44256	Recall: 0.18300	F1: 0.25893	F2: 0.20732
	Total predictions: 14000	True positives:  366	False positives:  461	False negatives: 1634	True negatives: 11539

['poi', 'restricted_stock', 'salary', 'total_payments']
GaussianNB()
['poi', 'restricted_stock', 'salary', 'total_payments']
	Accuracy: 0.82864	Precision: 0.20090	Recall: 0.06700	F1: 0.10049	F2: 0.07730
	Total predictions: 14000	True positives:  134	False positives:  533	False negatives: 1866	True negatives: 11467

['poi', 'restricted_stock', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock', 'salary', 'exercised_stock_options']
	Accuracy: 0.86064	Precision: 0.52462	Recall: 0.26100	F1: 0.34858	F2: 0.29016
	Total predictions: 14000	True positives:  522	False positives:  473	False negatives: 1478	True negatives: 11527

['poi', 'restricted_stock', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85273	Precision: 0.38703	Recall: 0.17900	F1: 0.24479	F2: 0.20056
	Total predictions: 15000	True positives:  358	False positives:  567	False negatives: 1642	True negatives: 12433

['poi', 'salary', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'salary', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84321	Precision: 0.39106	Recall: 0.17500	F1: 0.24180	F2: 0.19674
	Total predictions: 14000	True positives:  350	False positives:  545	False negatives: 1650	True negatives: 11455

['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'expenses']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'expenses']
	Accuracy: 0.81162	Precision: 0.32168	Recall: 0.20250	F1: 0.24854	F2: 0.21871
	Total predictions: 13000	True positives:  405	False positives:  854	False negatives: 1595	True negatives: 10146

['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'deferred_income']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'deferred_income']
	Accuracy: 0.84362	Precision: 0.48512	Recall: 0.26900	F1: 0.34609	F2: 0.29531
	Total predictions: 13000	True positives:  538	False positives:  571	False negatives: 1462	True negatives: 10429

['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'long_term_incentive']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'long_term_incentive']
	Accuracy: 0.81667	Precision: 0.41409	Recall: 0.24100	F1: 0.30468	F2: 0.26299
	Total predictions: 12000	True positives:  482	False positives:  682	False negatives: 1518	True negatives: 9318

['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred']
	Accuracy: 0.32617	Precision: 0.19012	Recall: 0.93350	F1: 0.31591	F2: 0.52385
	Total predictions: 12000	True positives: 1867	False positives: 7953	False negatives:  133	True negatives: 2047

['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi']
	Accuracy: 0.78292	Precision: 0.28742	Recall: 0.20450	F1: 0.23897	F2: 0.21702
	Total predictions: 12000	True positives:  409	False positives: 1014	False negatives: 1591	True negatives: 8986

['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'from_messages']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'from_messages']
	Accuracy: 0.71750	Precision: 0.18778	Recall: 0.20900	F1: 0.19782	F2: 0.20438
	Total predictions: 12000	True positives:  418	False positives: 1808	False negatives: 1582	True negatives: 8192

['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'other']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'other']
	Accuracy: 0.80358	Precision: 0.23158	Recall: 0.07700	F1: 0.11557	F2: 0.08886
	Total predictions: 12000	True positives:  154	False positives:  511	False negatives: 1846	True negatives: 9489

['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'director_fees']
	Accuracy: 0.29608	Precision: 0.17152	Recall: 0.93350	F1: 0.28979	F2: 0.49431
	Total predictions: 13000	True positives: 1867	False positives: 9018	False negatives:  133	True negatives: 1982

['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'resto_dirfees']
	Accuracy: 0.23258	Precision: 0.17085	Recall: 0.93550	F1: 0.28894	F2: 0.49364
	Total predictions: 12000	True positives: 1871	False positives: 9080	False negatives:  129	True negatives:  920

['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'bonus']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'bonus']
	Accuracy: 0.80758	Precision: 0.35734	Recall: 0.19350	F1: 0.25105	F2: 0.21304
	Total predictions: 12000	True positives:  387	False positives:  696	False negatives: 1613	True negatives: 9304

['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'total_stock_value']
	Accuracy: 0.84836	Precision: 0.44268	Recall: 0.23750	F1: 0.30914	F2: 0.26177
	Total predictions: 14000	True positives:  475	False positives:  598	False negatives: 1525	True negatives: 11402

['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'from_poi_to_this_person']
	Accuracy: 0.78275	Precision: 0.28761	Recall: 0.20550	F1: 0.23972	F2: 0.21794
	Total predictions: 12000	True positives:  411	False positives: 1018	False negatives: 1589	True negatives: 8982

['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'from_this_person_to_poi']
	Accuracy: 0.79475	Precision: 0.27370	Recall: 0.14000	F1: 0.18525	F2: 0.15516
	Total predictions: 12000	True positives:  280	False positives:  743	False negatives: 1720	True negatives: 9257

['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'restricted_stock']
	Accuracy: 0.81508	Precision: 0.28233	Recall: 0.13100	F1: 0.17896	F2: 0.14673
	Total predictions: 13000	True positives:  262	False positives:  666	False negatives: 1738	True negatives: 10334

['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'salary']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'salary']
	Accuracy: 0.80467	Precision: 0.34191	Recall: 0.18600	F1: 0.24093	F2: 0.20467
	Total predictions: 12000	True positives:  372	False positives:  716	False negatives: 1628	True negatives: 9284

['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'total_payments']
	Accuracy: 0.82850	Precision: 0.20384	Recall: 0.06900	F1: 0.10310	F2: 0.07952
	Total predictions: 14000	True positives:  138	False positives:  539	False negatives: 1862	True negatives: 11461

['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'exercised_stock_options']
	Accuracy: 0.84331	Precision: 0.48263	Recall: 0.25700	F1: 0.33540	F2: 0.28351
	Total predictions: 13000	True positives:  514	False positives:  551	False negatives: 1486	True negatives: 10449

['poi', 'to_messages', 'salary_bonus', 'expenses', 'deferred_income']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'expenses', 'deferred_income']
	Accuracy: 0.85554	Precision: 0.55787	Recall: 0.29400	F1: 0.38507	F2: 0.32472
	Total predictions: 13000	True positives:  588	False positives:  466	False negatives: 1412	True negatives: 10534

['poi', 'to_messages', 'salary_bonus', 'expenses', 'long_term_incentive']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'expenses', 'long_term_incentive']
	Accuracy: 0.82338	Precision: 0.37542	Recall: 0.22300	F1: 0.27980	F2: 0.24271
	Total predictions: 13000	True positives:  446	False positives:  742	False negatives: 1554	True negatives: 10258

['poi', 'to_messages', 'salary_bonus', 'expenses', 'restricted_stock_deferred']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'expenses', 'restricted_stock_deferred']
	Accuracy: 0.28485	Precision: 0.17704	Recall: 1.00000	F1: 0.30082	F2: 0.51822
	Total predictions: 13000	True positives: 2000	False positives: 9297	False negatives:    0	True negatives: 1703

['poi', 'to_messages', 'salary_bonus', 'expenses', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'expenses', 'shared_receipt_with_poi']
	Accuracy: 0.81808	Precision: 0.33364	Recall: 0.18300	F1: 0.23636	F2: 0.20117
	Total predictions: 13000	True positives:  366	False positives:  731	False negatives: 1634	True negatives: 10269

['poi', 'to_messages', 'salary_bonus', 'expenses', 'from_messages']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'expenses', 'from_messages']
	Accuracy: 0.79646	Precision: 0.24567	Recall: 0.15600	F1: 0.19083	F2: 0.16828
	Total predictions: 13000	True positives:  312	False positives:  958	False negatives: 1688	True negatives: 10042

['poi', 'to_messages', 'salary_bonus', 'expenses', 'other']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'expenses', 'other']
	Accuracy: 0.81608	Precision: 0.21708	Recall: 0.07500	F1: 0.11148	F2: 0.08630
	Total predictions: 13000	True positives:  150	False positives:  541	False negatives: 1850	True negatives: 10459

['poi', 'to_messages', 'salary_bonus', 'expenses', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'expenses', 'director_fees']
	Accuracy: 0.28138	Precision: 0.17588	Recall: 0.99600	F1: 0.29896	F2: 0.51537
	Total predictions: 13000	True positives: 1992	False positives: 9334	False negatives:    8	True negatives: 1666

['poi', 'to_messages', 'salary_bonus', 'expenses', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'expenses', 'resto_dirfees']
	Accuracy: 0.18785	Precision: 0.15910	Recall: 0.99850	F1: 0.27446	F2: 0.48584
	Total predictions: 13000	True positives: 1997	False positives: 10555	False negatives:    3	True negatives:  445

['poi', 'to_messages', 'salary_bonus', 'expenses', 'bonus']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'expenses', 'bonus']
	Accuracy: 0.82554	Precision: 0.38644	Recall: 0.22800	F1: 0.28679	F2: 0.24837
	Total predictions: 13000	True positives:  456	False positives:  724	False negatives: 1544	True negatives: 10276

['poi', 'to_messages', 'salary_bonus', 'expenses', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'expenses', 'total_stock_value']
	Accuracy: 0.84093	Precision: 0.40942	Recall: 0.25650	F1: 0.31540	F2: 0.27721
	Total predictions: 14000	True positives:  513	False positives:  740	False negatives: 1487	True negatives: 11260

['poi', 'to_messages', 'salary_bonus', 'expenses', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'expenses', 'from_poi_to_this_person']
	Accuracy: 0.83108	Precision: 0.39440	Recall: 0.18300	F1: 0.25000	F2: 0.20497
	Total predictions: 13000	True positives:  366	False positives:  562	False negatives: 1634	True negatives: 10438

['poi', 'to_messages', 'salary_bonus', 'expenses', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'expenses', 'from_this_person_to_poi']
	Accuracy: 0.82031	Precision: 0.30235	Recall: 0.12850	F1: 0.18035	F2: 0.14520
	Total predictions: 13000	True positives:  257	False positives:  593	False negatives: 1743	True negatives: 10407

['poi', 'to_messages', 'salary_bonus', 'expenses', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'expenses', 'restricted_stock']
	Accuracy: 0.82171	Precision: 0.26648	Recall: 0.14150	F1: 0.18485	F2: 0.15615
	Total predictions: 14000	True positives:  283	False positives:  779	False negatives: 1717	True negatives: 11221

['poi', 'to_messages', 'salary_bonus', 'expenses', 'salary']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'expenses', 'salary']
	Accuracy: 0.82185	Precision: 0.35451	Recall: 0.19250	F1: 0.24951	F2: 0.21186
	Total predictions: 13000	True positives:  385	False positives:  701	False negatives: 1615	True negatives: 10299

['poi', 'to_messages', 'salary_bonus', 'expenses', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'expenses', 'total_payments']
	Accuracy: 0.82779	Precision: 0.20768	Recall: 0.07300	F1: 0.10803	F2: 0.08388
	Total predictions: 14000	True positives:  146	False positives:  557	False negatives: 1854	True negatives: 11443

['poi', 'to_messages', 'salary_bonus', 'expenses', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'expenses', 'exercised_stock_options']
	Accuracy: 0.84407	Precision: 0.42330	Recall: 0.25250	F1: 0.31632	F2: 0.27467
	Total predictions: 14000	True positives:  505	False positives:  688	False negatives: 1495	True negatives: 11312

['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'long_term_incentive']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'long_term_incentive']
	Accuracy: 0.85631	Precision: 0.54818	Recall: 0.37550	F1: 0.44570	F2: 0.40075
	Total predictions: 13000	True positives:  751	False positives:  619	False negatives: 1249	True negatives: 10381

['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred']
	Accuracy: 0.28438	Precision: 0.17694	Recall: 1.00000	F1: 0.30068	F2: 0.51805
	Total predictions: 13000	True positives: 2000	False positives: 9303	False negatives:    0	True negatives: 1697

['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi']
	Accuracy: 0.83400	Precision: 0.50328	Recall: 0.30700	F1: 0.38137	F2: 0.33297
	Total predictions: 12000	True positives:  614	False positives:  606	False negatives: 1386	True negatives: 9394

['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'from_messages']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'from_messages']
	Accuracy: 0.84883	Precision: 0.57724	Recall: 0.34750	F1: 0.43383	F2: 0.37755
	Total predictions: 12000	True positives:  695	False positives:  509	False negatives: 1305	True negatives: 9491

['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'other']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'other']
	Accuracy: 0.83877	Precision: 0.44702	Recall: 0.20250	F1: 0.27873	F2: 0.22737
	Total predictions: 13000	True positives:  405	False positives:  501	False negatives: 1595	True negatives: 10499

['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'director_fees']
	Accuracy: 0.28938	Precision: 0.17797	Recall: 1.00000	F1: 0.30216	F2: 0.51980
	Total predictions: 13000	True positives: 2000	False positives: 9238	False negatives:    0	True negatives: 1762

['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'resto_dirfees']
	Accuracy: 0.19908	Precision: 0.17225	Recall: 1.00000	F1: 0.29388	F2: 0.50992
	Total predictions: 12000	True positives: 2000	False positives: 9611	False negatives:    0	True negatives:  389

['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'bonus']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'bonus']
	Accuracy: 0.85483	Precision: 0.59743	Recall: 0.39550	F1: 0.47593	F2: 0.42417
	Total predictions: 12000	True positives:  791	False positives:  533	False negatives: 1209	True negatives: 9467

['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'total_stock_value']
	Accuracy: 0.84957	Precision: 0.46499	Recall: 0.35200	F1: 0.40068	F2: 0.36998
	Total predictions: 14000	True positives:  704	False positives:  810	False negatives: 1296	True negatives: 11190

['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'from_poi_to_this_person']
	Accuracy: 0.85100	Precision: 0.59266	Recall: 0.33900	F1: 0.43130	F2: 0.37073
	Total predictions: 12000	True positives:  678	False positives:  466	False negatives: 1322	True negatives: 9534

['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'from_this_person_to_poi']
	Accuracy: 0.84492	Precision: 0.55826	Recall: 0.33300	F1: 0.41716	F2: 0.36223
	Total predictions: 12000	True positives:  666	False positives:  527	False negatives: 1334	True negatives: 9473

['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'restricted_stock']
	Accuracy: 0.83938	Precision: 0.46712	Recall: 0.31250	F1: 0.37448	F2: 0.33465
	Total predictions: 13000	True positives:  625	False positives:  713	False negatives: 1375	True negatives: 10287

['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'salary']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'salary']
	Accuracy: 0.84985	Precision: 0.51987	Recall: 0.31400	F1: 0.39152	F2: 0.34101
	Total predictions: 13000	True positives:  628	False positives:  580	False negatives: 1372	True negatives: 10420

['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'total_payments']
	Accuracy: 0.85321	Precision: 0.47102	Recall: 0.22350	F1: 0.30315	F2: 0.24975
	Total predictions: 14000	True positives:  447	False positives:  502	False negatives: 1553	True negatives: 11498

['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'exercised_stock_options']
	Accuracy: 0.85721	Precision: 0.50037	Recall: 0.34200	F1: 0.40630	F2: 0.36511
	Total predictions: 14000	True positives:  684	False positives:  683	False negatives: 1316	True negatives: 11317

['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred']
	Accuracy: 0.30958	Precision: 0.19410	Recall: 0.99700	F1: 0.32494	F2: 0.54561
	Total predictions: 12000	True positives: 1994	False positives: 8279	False negatives:    6	True negatives: 1721

['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi']
	Accuracy: 0.79100	Precision: 0.36221	Recall: 0.19650	F1: 0.25478	F2: 0.21629
	Total predictions: 11000	True positives:  393	False positives:  692	False negatives: 1607	True negatives: 8308

['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'from_messages']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'from_messages']
	Accuracy: 0.78427	Precision: 0.32906	Recall: 0.17950	F1: 0.23229	F2: 0.19745
	Total predictions: 11000	True positives:  359	False positives:  732	False negatives: 1641	True negatives: 8268

['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'other']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'other']
	Accuracy: 0.79600	Precision: 0.22139	Recall: 0.08900	F1: 0.12696	F2: 0.10109
	Total predictions: 12000	True positives:  178	False positives:  626	False negatives: 1822	True negatives: 9374

['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'director_fees']
	Accuracy: 0.28354	Precision: 0.17614	Recall: 0.99450	F1: 0.29928	F2: 0.51550
	Total predictions: 13000	True positives: 1989	False positives: 9303	False negatives:   11	True negatives: 1697

['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'resto_dirfees']
	Accuracy: 0.20092	Precision: 0.17224	Recall: 0.99700	F1: 0.29373	F2: 0.50927
	Total predictions: 12000	True positives: 1994	False positives: 9583	False negatives:    6	True negatives:  417

['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'bonus']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'bonus']
	Accuracy: 0.80218	Precision: 0.42348	Recall: 0.24350	F1: 0.30921	F2: 0.26612
	Total predictions: 11000	True positives:  487	False positives:  663	False negatives: 1513	True negatives: 8337

['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'total_stock_value']
	Accuracy: 0.83021	Precision: 0.36271	Recall: 0.24900	F1: 0.29529	F2: 0.26566
	Total predictions: 14000	True positives:  498	False positives:  875	False negatives: 1502	True negatives: 11125

['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'from_poi_to_this_person']
	Accuracy: 0.80473	Precision: 0.42276	Recall: 0.20250	F1: 0.27383	F2: 0.22605
	Total predictions: 11000	True positives:  405	False positives:  553	False negatives: 1595	True negatives: 8447

['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'from_this_person_to_poi']
	Accuracy: 0.78964	Precision: 0.32078	Recall: 0.14050	F1: 0.19541	F2: 0.15829
	Total predictions: 11000	True positives:  281	False positives:  595	False negatives: 1719	True negatives: 8405

['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'restricted_stock']
	Accuracy: 0.80938	Precision: 0.29573	Recall: 0.17300	F1: 0.21830	F2: 0.18866
	Total predictions: 13000	True positives:  346	False positives:  824	False negatives: 1654	True negatives: 10176

['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'salary']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'salary']
	Accuracy: 0.81575	Precision: 0.39157	Recall: 0.19050	F1: 0.25631	F2: 0.21230
	Total predictions: 12000	True positives:  381	False positives:  592	False negatives: 1619	True negatives: 9408

['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'total_payments']
	Accuracy: 0.82429	Precision: 0.21178	Recall: 0.08450	F1: 0.12080	F2: 0.09604
	Total predictions: 14000	True positives:  169	False positives:  629	False negatives: 1831	True negatives: 11371

['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'exercised_stock_options']
	Accuracy: 0.82831	Precision: 0.40909	Recall: 0.26100	F1: 0.31868	F2: 0.28137
	Total predictions: 13000	True positives:  522	False positives:  754	False negatives: 1478	True negatives: 10246

['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi']
	Accuracy: 0.31300	Precision: 0.19374	Recall: 0.98750	F1: 0.32393	F2: 0.54276
	Total predictions: 12000	True positives: 1975	False positives: 8219	False negatives:   25	True negatives: 1781

['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'from_messages']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'from_messages']
	Accuracy: 0.33408	Precision: 0.19286	Recall: 0.94050	F1: 0.32009	F2: 0.52977
	Total predictions: 12000	True positives: 1881	False positives: 7872	False negatives:  119	True negatives: 2128

['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'other']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'other']
	Accuracy: 0.27992	Precision: 0.16869	Recall: 0.93700	F1: 0.28591	F2: 0.49034
	Total predictions: 13000	True positives: 1874	False positives: 9235	False negatives:  126	True negatives: 1765

['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'director_fees']
	Accuracy: 0.38000	Precision: 0.19881	Recall: 1.00000	F1: 0.33167	F2: 0.55371
	Total predictions: 13000	True positives: 2000	False positives: 8060	False negatives:    0	True negatives: 2940

['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'resto_dirfees']
	Accuracy: 0.31483	Precision: 0.19566	Recall: 1.00000	F1: 0.32728	F2: 0.54879
	Total predictions: 12000	True positives: 2000	False positives: 8222	False negatives:    0	True negatives: 1778

['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'bonus']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'bonus']
	Accuracy: 0.31508	Precision: 0.19571	Recall: 1.00000	F1: 0.32736	F2: 0.54888
	Total predictions: 12000	True positives: 2000	False positives: 8219	False negatives:    0	True negatives: 1781

['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'total_stock_value']
	Accuracy: 0.26964	Precision: 0.16354	Recall: 0.99950	F1: 0.28109	F2: 0.49424
	Total predictions: 14000	True positives: 1999	False positives: 10224	False negatives:    1	True negatives: 1776

['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'from_poi_to_this_person']
	Accuracy: 0.31475	Precision: 0.19546	Recall: 0.99850	F1: 0.32692	F2: 0.54811
	Total predictions: 12000	True positives: 1997	False positives: 8220	False negatives:    3	True negatives: 1780

['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'from_this_person_to_poi']
	Accuracy: 0.30750	Precision: 0.18694	Recall: 0.94200	F1: 0.31197	F2: 0.52108
	Total predictions: 12000	True positives: 1884	False positives: 8194	False negatives:  116	True negatives: 1806

['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'restricted_stock']
	Accuracy: 0.29323	Precision: 0.17807	Recall: 0.99400	F1: 0.30204	F2: 0.51868
	Total predictions: 13000	True positives: 1988	False positives: 9176	False negatives:   12	True negatives: 1824

['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'salary']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'salary']
	Accuracy: 0.30333	Precision: 0.19174	Recall: 0.98900	F1: 0.32121	F2: 0.53997
	Total predictions: 12000	True positives: 1978	False positives: 8338	False negatives:   22	True negatives: 1662

['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'total_payments']
	Accuracy: 0.25414	Precision: 0.15441	Recall: 0.94300	F1: 0.26537	F2: 0.46651
	Total predictions: 14000	True positives: 1886	False positives: 10328	False negatives:  114	True negatives: 1672

['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'exercised_stock_options']
	Accuracy: 0.28892	Precision: 0.17753	Recall: 0.99700	F1: 0.30139	F2: 0.51841
	Total predictions: 13000	True positives: 1994	False positives: 9238	False negatives:    6	True negatives: 1762

['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages']
	Accuracy: 0.77100	Precision: 0.27687	Recall: 0.16100	F1: 0.20360	F2: 0.17571
	Total predictions: 11000	True positives:  322	False positives:  841	False negatives: 1678	True negatives: 8159

['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'other']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'other']
	Accuracy: 0.78925	Precision: 0.17939	Recall: 0.07400	F1: 0.10478	F2: 0.08385
	Total predictions: 12000	True positives:  148	False positives:  677	False negatives: 1852	True negatives: 9323

['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'director_fees']
	Accuracy: 0.29367	Precision: 0.18745	Recall: 0.97100	F1: 0.31424	F2: 0.52887
	Total predictions: 12000	True positives: 1942	False positives: 8418	False negatives:   58	True negatives: 1582

['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'resto_dirfees']
	Accuracy: 0.21827	Precision: 0.18687	Recall: 0.98450	F1: 0.31411	F2: 0.53110
	Total predictions: 11000	True positives: 1969	False positives: 8568	False negatives:   31	True negatives:  432

['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'bonus']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'bonus']
	Accuracy: 0.79382	Precision: 0.37500	Recall: 0.20100	F1: 0.26172	F2: 0.22156
	Total predictions: 11000	True positives:  402	False positives:  670	False negatives: 1598	True negatives: 8330

['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'total_stock_value']
	Accuracy: 0.82914	Precision: 0.35438	Recall: 0.23850	F1: 0.28512	F2: 0.25519
	Total predictions: 14000	True positives:  477	False positives:  869	False negatives: 1523	True negatives: 11131

['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'from_poi_to_this_person']
	Accuracy: 0.79745	Precision: 0.38623	Recall: 0.19350	F1: 0.25783	F2: 0.21495
	Total predictions: 11000	True positives:  387	False positives:  615	False negatives: 1613	True negatives: 8385

['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'from_this_person_to_poi']
	Accuracy: 0.78173	Precision: 0.28230	Recall: 0.13000	F1: 0.17802	F2: 0.14572
	Total predictions: 11000	True positives:  260	False positives:  661	False negatives: 1740	True negatives: 8339

['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'restricted_stock']
	Accuracy: 0.78692	Precision: 0.24473	Recall: 0.13350	F1: 0.17276	F2: 0.14685
	Total predictions: 12000	True positives:  267	False positives:  824	False negatives: 1733	True negatives: 9176

['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'salary']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'salary']
	Accuracy: 0.80217	Precision: 0.31845	Recall: 0.16400	F1: 0.21650	F2: 0.18162
	Total predictions: 12000	True positives:  328	False positives:  702	False negatives: 1672	True negatives: 9298

['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'total_payments']
	Accuracy: 0.81307	Precision: 0.16136	Recall: 0.07350	F1: 0.10100	F2: 0.08248
	Total predictions: 14000	True positives:  147	False positives:  764	False negatives: 1853	True negatives: 11236

['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'exercised_stock_options']
	Accuracy: 0.81762	Precision: 0.35742	Recall: 0.23250	F1: 0.28173	F2: 0.24997
	Total predictions: 13000	True positives:  465	False positives:  836	False negatives: 1535	True negatives: 10164

['poi', 'to_messages', 'salary_bonus', 'from_messages', 'other']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'from_messages', 'other']
	Accuracy: 0.78592	Precision: 0.16803	Recall: 0.07200	F1: 0.10081	F2: 0.08129
	Total predictions: 12000	True positives:  144	False positives:  713	False negatives: 1856	True negatives: 9287

['poi', 'to_messages', 'salary_bonus', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'from_messages', 'director_fees']
	Accuracy: 0.31808	Precision: 0.18770	Recall: 0.92900	F1: 0.31230	F2: 0.51902
	Total predictions: 12000	True positives: 1858	False positives: 8041	False negatives:  142	True negatives: 1959

['poi', 'to_messages', 'salary_bonus', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'from_messages', 'resto_dirfees']
	Accuracy: 0.24664	Precision: 0.18631	Recall: 0.93350	F1: 0.31062	F2: 0.51801
	Total predictions: 11000	True positives: 1867	False positives: 8154	False negatives:  133	True negatives:  846

['poi', 'to_messages', 'salary_bonus', 'from_messages', 'bonus']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'from_messages', 'bonus']
	Accuracy: 0.78945	Precision: 0.35094	Recall: 0.18600	F1: 0.24314	F2: 0.20530
	Total predictions: 11000	True positives:  372	False positives:  688	False negatives: 1628	True negatives: 8312

['poi', 'to_messages', 'salary_bonus', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'from_messages', 'total_stock_value']
	Accuracy: 0.84643	Precision: 0.43568	Recall: 0.25400	F1: 0.32091	F2: 0.27711
	Total predictions: 14000	True positives:  508	False positives:  658	False negatives: 1492	True negatives: 11342

['poi', 'to_messages', 'salary_bonus', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.77218	Precision: 0.28413	Recall: 0.16650	F1: 0.20996	F2: 0.18153
	Total predictions: 11000	True positives:  333	False positives:  839	False negatives: 1667	True negatives: 8161

['poi', 'to_messages', 'salary_bonus', 'from_messages', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'from_messages', 'from_this_person_to_poi']
	Accuracy: 0.75136	Precision: 0.24708	Recall: 0.17950	F1: 0.20794	F2: 0.18989
	Total predictions: 11000	True positives:  359	False positives: 1094	False negatives: 1641	True negatives: 7906

['poi', 'to_messages', 'salary_bonus', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'from_messages', 'restricted_stock']
	Accuracy: 0.79633	Precision: 0.26180	Recall: 0.12200	F1: 0.16644	F2: 0.13659
	Total predictions: 12000	True positives:  244	False positives:  688	False negatives: 1756	True negatives: 9312

['poi', 'to_messages', 'salary_bonus', 'from_messages', 'salary']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'from_messages', 'salary']
	Accuracy: 0.79975	Precision: 0.28074	Recall: 0.12900	F1: 0.17677	F2: 0.14464
	Total predictions: 12000	True positives:  258	False positives:  661	False negatives: 1742	True negatives: 9339

['poi', 'to_messages', 'salary_bonus', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'from_messages', 'total_payments']
	Accuracy: 0.82736	Precision: 0.18552	Recall: 0.06150	F1: 0.09238	F2: 0.07099
	Total predictions: 14000	True positives:  123	False positives:  540	False negatives: 1877	True negatives: 11460

['poi', 'to_messages', 'salary_bonus', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.83369	Precision: 0.43182	Recall: 0.25650	F1: 0.32183	F2: 0.27917
	Total predictions: 13000	True positives:  513	False positives:  675	False negatives: 1487	True negatives: 10325

['poi', 'to_messages', 'salary_bonus', 'other', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'other', 'director_fees']
	Accuracy: 0.27738	Precision: 0.16849	Recall: 0.93950	F1: 0.28574	F2: 0.49055
	Total predictions: 13000	True positives: 1879	False positives: 9273	False negatives:  121	True negatives: 1727

['poi', 'to_messages', 'salary_bonus', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'other', 'resto_dirfees']
	Accuracy: 0.19350	Precision: 0.16372	Recall: 0.93450	F1: 0.27862	F2: 0.48130
	Total predictions: 12000	True positives: 1869	False positives: 9547	False negatives:  131	True negatives:  453

['poi', 'to_messages', 'salary_bonus', 'other', 'bonus']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'other', 'bonus']
	Accuracy: 0.81225	Precision: 0.36053	Recall: 0.16350	F1: 0.22497	F2: 0.18356
	Total predictions: 12000	True positives:  327	False positives:  580	False negatives: 1673	True negatives: 9420

['poi', 'to_messages', 'salary_bonus', 'other', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'other', 'total_stock_value']
	Accuracy: 0.83350	Precision: 0.34576	Recall: 0.18550	F1: 0.24146	F2: 0.20445
	Total predictions: 14000	True positives:  371	False positives:  702	False negatives: 1629	True negatives: 11298

['poi', 'to_messages', 'salary_bonus', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'other', 'from_poi_to_this_person']
	Accuracy: 0.79950	Precision: 0.21328	Recall: 0.07550	F1: 0.11152	F2: 0.08670
	Total predictions: 12000	True positives:  151	False positives:  557	False negatives: 1849	True negatives: 9443

['poi', 'to_messages', 'salary_bonus', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'other', 'from_this_person_to_poi']
	Accuracy: 0.79008	Precision: 0.16773	Recall: 0.06550	F1: 0.09421	F2: 0.07459
	Total predictions: 12000	True positives:  131	False positives:  650	False negatives: 1869	True negatives: 9350

['poi', 'to_messages', 'salary_bonus', 'other', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'other', 'restricted_stock']
	Accuracy: 0.80131	Precision: 0.16144	Recall: 0.06950	F1: 0.09717	F2: 0.07843
	Total predictions: 13000	True positives:  139	False positives:  722	False negatives: 1861	True negatives: 10278

['poi', 'to_messages', 'salary_bonus', 'other', 'salary']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'other', 'salary']
	Accuracy: 0.79858	Precision: 0.17674	Recall: 0.05700	F1: 0.08620	F2: 0.06593
	Total predictions: 12000	True positives:  114	False positives:  531	False negatives: 1886	True negatives: 9469

['poi', 'to_messages', 'salary_bonus', 'other', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'other', 'total_payments']
	Accuracy: 0.82221	Precision: 0.17181	Recall: 0.06400	F1: 0.09326	F2: 0.07318
	Total predictions: 14000	True positives:  128	False positives:  617	False negatives: 1872	True negatives: 11383

['poi', 'to_messages', 'salary_bonus', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'other', 'exercised_stock_options']
	Accuracy: 0.83736	Precision: 0.36136	Recall: 0.18050	F1: 0.24075	F2: 0.20058
	Total predictions: 14000	True positives:  361	False positives:  638	False negatives: 1639	True negatives: 11362

['poi', 'to_messages', 'salary_bonus', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'director_fees', 'resto_dirfees']
	Accuracy: 0.29667	Precision: 0.19157	Recall: 1.00000	F1: 0.32154	F2: 0.54230
	Total predictions: 12000	True positives: 2000	False positives: 8440	False negatives:    0	True negatives: 1560

['poi', 'to_messages', 'salary_bonus', 'director_fees', 'bonus']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'director_fees', 'bonus']
	Accuracy: 0.29800	Precision: 0.19186	Recall: 1.00000	F1: 0.32196	F2: 0.54277
	Total predictions: 12000	True positives: 2000	False positives: 8424	False negatives:    0	True negatives: 1576

['poi', 'to_messages', 'salary_bonus', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'director_fees', 'total_stock_value']
	Accuracy: 0.25100	Precision: 0.15043	Recall: 0.99350	F1: 0.26129	F2: 0.46843
	Total predictions: 15000	True positives: 1987	False positives: 11222	False negatives:   13	True negatives: 1778

['poi', 'to_messages', 'salary_bonus', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.29800	Precision: 0.19151	Recall: 0.99700	F1: 0.32130	F2: 0.54149
	Total predictions: 12000	True positives: 1994	False positives: 8418	False negatives:    6	True negatives: 1582

['poi', 'to_messages', 'salary_bonus', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.28833	Precision: 0.18147	Recall: 0.93150	F1: 0.30377	F2: 0.50996
	Total predictions: 12000	True positives: 1863	False positives: 8403	False negatives:  137	True negatives: 1597

['poi', 'to_messages', 'salary_bonus', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'director_fees', 'restricted_stock']
	Accuracy: 0.26393	Precision: 0.16177	Recall: 0.99300	F1: 0.27821	F2: 0.48972
	Total predictions: 14000	True positives: 1986	False positives: 10291	False negatives:   14	True negatives: 1709

['poi', 'to_messages', 'salary_bonus', 'director_fees', 'salary']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'director_fees', 'salary']
	Accuracy: 0.27931	Precision: 0.17454	Recall: 0.98800	F1: 0.29667	F2: 0.51136
	Total predictions: 13000	True positives: 1976	False positives: 9345	False negatives:   24	True negatives: 1655

['poi', 'to_messages', 'salary_bonus', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'director_fees', 'total_payments']
	Accuracy: 0.66114	Precision: 0.23045	Recall: 0.58650	F1: 0.33089	F2: 0.44805
	Total predictions: 14000	True positives: 1173	False positives: 3917	False negatives:  827	True negatives: 8083

['poi', 'to_messages', 'salary_bonus', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.25950	Precision: 0.16123	Recall: 0.99550	F1: 0.27751	F2: 0.48921
	Total predictions: 14000	True positives: 1991	False positives: 10358	False negatives:    9	True negatives: 1642

['poi', 'to_messages', 'salary_bonus', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'resto_dirfees', 'bonus']
	Accuracy: 0.22100	Precision: 0.18923	Recall: 1.00000	F1: 0.31824	F2: 0.53853
	Total predictions: 11000	True positives: 2000	False positives: 8569	False negatives:    0	True negatives:  431

['poi', 'to_messages', 'salary_bonus', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.21236	Precision: 0.14965	Recall: 0.96400	F1: 0.25909	F2: 0.46162
	Total predictions: 14000	True positives: 1928	False positives: 10955	False negatives:   72	True negatives: 1045

['poi', 'to_messages', 'salary_bonus', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.22055	Precision: 0.18885	Recall: 0.99750	F1: 0.31757	F2: 0.53733
	Total predictions: 11000	True positives: 1995	False positives: 8569	False negatives:    5	True negatives:  431

['poi', 'to_messages', 'salary_bonus', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.21055	Precision: 0.17921	Recall: 0.93350	F1: 0.30069	F2: 0.50684
	Total predictions: 11000	True positives: 1867	False positives: 8551	False negatives:  133	True negatives:  449

['poi', 'to_messages', 'salary_bonus', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.18638	Precision: 0.15804	Recall: 0.99100	F1: 0.27261	F2: 0.48245
	Total predictions: 13000	True positives: 1982	False positives: 10559	False negatives:   18	True negatives:  441

['poi', 'to_messages', 'salary_bonus', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'resto_dirfees', 'salary']
	Accuracy: 0.20275	Precision: 0.17228	Recall: 0.99450	F1: 0.29369	F2: 0.50883
	Total predictions: 12000	True positives: 1989	False positives: 9556	False negatives:   11	True negatives:  444

['poi', 'to_messages', 'salary_bonus', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'resto_dirfees', 'total_payments']
	Accuracy: 0.22664	Precision: 0.14097	Recall: 0.86650	F1: 0.24250	F2: 0.42699
	Total predictions: 14000	True positives: 1733	False positives: 10560	False negatives:  267	True negatives: 1440

['poi', 'to_messages', 'salary_bonus', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.22346	Precision: 0.16279	Recall: 0.97700	F1: 0.27908	F2: 0.48843
	Total predictions: 13000	True positives: 1954	False positives: 10049	False negatives:   46	True negatives:  951

['poi', 'to_messages', 'salary_bonus', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'bonus', 'total_stock_value']
	Accuracy: 0.84657	Precision: 0.44825	Recall: 0.32050	F1: 0.37376	F2: 0.33987
	Total predictions: 14000	True positives:  641	False positives:  789	False negatives: 1359	True negatives: 11211

['poi', 'to_messages', 'salary_bonus', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.80609	Precision: 0.43938	Recall: 0.24100	F1: 0.31127	F2: 0.26492
	Total predictions: 11000	True positives:  482	False positives:  615	False negatives: 1518	True negatives: 8385

['poi', 'to_messages', 'salary_bonus', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.79636	Precision: 0.37179	Recall: 0.17400	F1: 0.23706	F2: 0.19472
	Total predictions: 11000	True positives:  348	False positives:  588	False negatives: 1652	True negatives: 8412

['poi', 'to_messages', 'salary_bonus', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'bonus', 'restricted_stock']
	Accuracy: 0.80933	Precision: 0.37899	Recall: 0.22550	F1: 0.28276	F2: 0.24538
	Total predictions: 12000	True positives:  451	False positives:  739	False negatives: 1549	True negatives: 9261

['poi', 'to_messages', 'salary_bonus', 'bonus', 'salary']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'bonus', 'salary']
	Accuracy: 0.81717	Precision: 0.40866	Recall: 0.21700	F1: 0.28347	F2: 0.23946
	Total predictions: 12000	True positives:  434	False positives:  628	False negatives: 1566	True negatives: 9372

['poi', 'to_messages', 'salary_bonus', 'bonus', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'bonus', 'total_payments']
	Accuracy: 0.83136	Precision: 0.32793	Recall: 0.17200	F1: 0.22565	F2: 0.19008
	Total predictions: 14000	True positives:  344	False positives:  705	False negatives: 1656	True negatives: 11295

['poi', 'to_messages', 'salary_bonus', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'bonus', 'exercised_stock_options']
	Accuracy: 0.84054	Precision: 0.47365	Recall: 0.32800	F1: 0.38759	F2: 0.34949
	Total predictions: 13000	True positives:  656	False positives:  729	False negatives: 1344	True negatives: 10271

['poi', 'to_messages', 'salary_bonus', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.84271	Precision: 0.41233	Recall: 0.23750	F1: 0.30140	F2: 0.25951
	Total predictions: 14000	True positives:  475	False positives:  677	False negatives: 1525	True negatives: 11323

['poi', 'to_messages', 'salary_bonus', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.84429	Precision: 0.42007	Recall: 0.23650	F1: 0.30262	F2: 0.25915
	Total predictions: 14000	True positives:  473	False positives:  653	False negatives: 1527	True negatives: 11347

['poi', 'to_messages', 'salary_bonus', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.84107	Precision: 0.40474	Recall: 0.23900	F1: 0.30053	F2: 0.26032
	Total predictions: 14000	True positives:  478	False positives:  703	False negatives: 1522	True negatives: 11297

['poi', 'to_messages', 'salary_bonus', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'total_stock_value', 'salary']
	Accuracy: 0.83657	Precision: 0.38099	Recall: 0.23050	F1: 0.28723	F2: 0.25027
	Total predictions: 14000	True positives:  461	False positives:  749	False negatives: 1539	True negatives: 11251

['poi', 'to_messages', 'salary_bonus', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'total_stock_value', 'total_payments']
	Accuracy: 0.84300	Precision: 0.33671	Recall: 0.18300	F1: 0.23712	F2: 0.20139
	Total predictions: 15000	True positives:  366	False positives:  721	False negatives: 1634	True negatives: 12279

['poi', 'to_messages', 'salary_bonus', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.84486	Precision: 0.43313	Recall: 0.27850	F1: 0.33901	F2: 0.29991
	Total predictions: 14000	True positives:  557	False positives:  729	False negatives: 1443	True negatives: 11271

['poi', 'to_messages', 'salary_bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.79527	Precision: 0.34010	Recall: 0.13400	F1: 0.19225	F2: 0.15248
	Total predictions: 11000	True positives:  268	False positives:  520	False negatives: 1732	True negatives: 8480

['poi', 'to_messages', 'salary_bonus', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.80042	Precision: 0.28080	Recall: 0.12650	F1: 0.17442	F2: 0.14212
	Total predictions: 12000	True positives:  253	False positives:  648	False negatives: 1747	True negatives: 9352

['poi', 'to_messages', 'salary_bonus', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.81275	Precision: 0.34146	Recall: 0.13300	F1: 0.19144	F2: 0.15150
	Total predictions: 12000	True positives:  266	False positives:  513	False negatives: 1734	True negatives: 9487

['poi', 'to_messages', 'salary_bonus', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.82836	Precision: 0.20755	Recall: 0.07150	F1: 0.10636	F2: 0.08229
	Total predictions: 14000	True positives:  143	False positives:  546	False negatives: 1857	True negatives: 11454

['poi', 'to_messages', 'salary_bonus', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.83446	Precision: 0.43015	Recall: 0.23400	F1: 0.30311	F2: 0.25748
	Total predictions: 13000	True positives:  468	False positives:  620	False negatives: 1532	True negatives: 10380

['poi', 'to_messages', 'salary_bonus', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.79250	Precision: 0.24211	Recall: 0.11500	F1: 0.15593	F2: 0.12849
	Total predictions: 12000	True positives:  230	False positives:  720	False negatives: 1770	True negatives: 9280

['poi', 'to_messages', 'salary_bonus', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.80208	Precision: 0.27491	Recall: 0.11450	F1: 0.16167	F2: 0.12963
	Total predictions: 12000	True positives:  229	False positives:  604	False negatives: 1771	True negatives: 9396

['poi', 'to_messages', 'salary_bonus', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.82721	Precision: 0.19416	Recall: 0.06650	F1: 0.09907	F2: 0.07657
	Total predictions: 14000	True positives:  133	False positives:  552	False negatives: 1867	True negatives: 11448

['poi', 'to_messages', 'salary_bonus', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.83577	Precision: 0.43614	Recall: 0.23050	F1: 0.30160	F2: 0.25450
	Total predictions: 13000	True positives:  461	False positives:  596	False negatives: 1539	True negatives: 10404

['poi', 'to_messages', 'salary_bonus', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'restricted_stock', 'salary']
	Accuracy: 0.81031	Precision: 0.26793	Recall: 0.13450	F1: 0.17909	F2: 0.14938
	Total predictions: 13000	True positives:  269	False positives:  735	False negatives: 1731	True negatives: 10265

['poi', 'to_messages', 'salary_bonus', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'restricted_stock', 'total_payments']
	Accuracy: 0.82186	Precision: 0.19581	Recall: 0.07950	F1: 0.11309	F2: 0.09022
	Total predictions: 14000	True positives:  159	False positives:  653	False negatives: 1841	True negatives: 11347

['poi', 'to_messages', 'salary_bonus', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.83814	Precision: 0.39222	Recall: 0.24200	F1: 0.29932	F2: 0.26207
	Total predictions: 14000	True positives:  484	False positives:  750	False negatives: 1516	True negatives: 11250

['poi', 'to_messages', 'salary_bonus', 'salary', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'salary', 'total_payments']
	Accuracy: 0.82329	Precision: 0.18898	Recall: 0.07200	F1: 0.10427	F2: 0.08217
	Total predictions: 14000	True positives:  144	False positives:  618	False negatives: 1856	True negatives: 11382

['poi', 'to_messages', 'salary_bonus', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'salary', 'exercised_stock_options']
	Accuracy: 0.82962	Precision: 0.40393	Recall: 0.22600	F1: 0.28984	F2: 0.24783
	Total predictions: 13000	True positives:  452	False positives:  667	False negatives: 1548	True negatives: 10333

['poi', 'to_messages', 'salary_bonus', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'salary_bonus', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85120	Precision: 0.37917	Recall: 0.18200	F1: 0.24595	F2: 0.20312
	Total predictions: 15000	True positives:  364	False positives:  596	False negatives: 1636	True negatives: 12404

['poi', 'to_messages', 'deferral_payments', 'expenses', 'deferred_income']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'expenses', 'deferred_income']
	Accuracy: 0.83107	Precision: 0.33921	Recall: 0.19250	F1: 0.24561	F2: 0.21073
	Total predictions: 14000	True positives:  385	False positives:  750	False negatives: 1615	True negatives: 11250

['poi', 'to_messages', 'deferral_payments', 'expenses', 'long_term_incentive']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'expenses', 'long_term_incentive']
	Accuracy: 0.82515	Precision: 0.39985	Recall: 0.27250	F1: 0.32412	F2: 0.29104
	Total predictions: 13000	True positives:  545	False positives:  818	False negatives: 1455	True negatives: 10182

['poi', 'to_messages', 'deferral_payments', 'expenses', 'restricted_stock_deferred']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'expenses', 'restricted_stock_deferred']
	Accuracy: 0.28629	Precision: 0.16090	Recall: 0.94800	F1: 0.27510	F2: 0.47918
	Total predictions: 14000	True positives: 1896	False positives: 9888	False negatives:  104	True negatives: 2112

['poi', 'to_messages', 'deferral_payments', 'expenses', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'expenses', 'shared_receipt_with_poi']
	Accuracy: 0.74869	Precision: 0.11206	Recall: 0.09150	F1: 0.10074	F2: 0.09499
	Total predictions: 13000	True positives:  183	False positives: 1450	False negatives: 1817	True negatives: 9550

['poi', 'to_messages', 'deferral_payments', 'expenses', 'from_messages']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'expenses', 'from_messages']
	Accuracy: 0.67238	Precision: 0.11621	Recall: 0.17100	F1: 0.13838	F2: 0.15626
	Total predictions: 13000	True positives:  342	False positives: 2601	False negatives: 1658	True negatives: 8399

['poi', 'to_messages', 'deferral_payments', 'expenses', 'other']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'expenses', 'other']
	Accuracy: 0.79885	Precision: 0.07703	Recall: 0.02800	F1: 0.04107	F2: 0.03208
	Total predictions: 13000	True positives:   56	False positives:  671	False negatives: 1944	True negatives: 10329

['poi', 'to_messages', 'deferral_payments', 'expenses', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'expenses', 'director_fees']
	Accuracy: 0.29764	Precision: 0.16286	Recall: 0.94600	F1: 0.27789	F2: 0.48223
	Total predictions: 14000	True positives: 1892	False positives: 9725	False negatives:  108	True negatives: 2275

['poi', 'to_messages', 'deferral_payments', 'expenses', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'expenses', 'resto_dirfees']
	Accuracy: 0.20954	Precision: 0.15597	Recall: 0.93800	F1: 0.26747	F2: 0.46834
	Total predictions: 13000	True positives: 1876	False positives: 10152	False negatives:  124	True negatives:  848

['poi', 'to_messages', 'deferral_payments', 'expenses', 'bonus']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'expenses', 'bonus']
	Accuracy: 0.80962	Precision: 0.31603	Recall: 0.20400	F1: 0.24795	F2: 0.21957
	Total predictions: 13000	True positives:  408	False positives:  883	False negatives: 1592	True negatives: 10117

['poi', 'to_messages', 'deferral_payments', 'expenses', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'expenses', 'total_stock_value']
	Accuracy: 0.86114	Precision: 0.52682	Recall: 0.27500	F1: 0.36137	F2: 0.30407
	Total predictions: 14000	True positives:  550	False positives:  494	False negatives: 1450	True negatives: 11506

['poi', 'to_messages', 'deferral_payments', 'expenses', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'expenses', 'from_poi_to_this_person']
	Accuracy: 0.76162	Precision: 0.09625	Recall: 0.06550	F1: 0.07795	F2: 0.06997
	Total predictions: 13000	True positives:  131	False positives: 1230	False negatives: 1869	True negatives: 9770

['poi', 'to_messages', 'deferral_payments', 'expenses', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'expenses', 'from_this_person_to_poi']
	Accuracy: 0.76862	Precision: 0.06775	Recall: 0.03950	F1: 0.04991	F2: 0.04309
	Total predictions: 13000	True positives:   79	False positives: 1087	False negatives: 1921	True negatives: 9913

['poi', 'to_messages', 'deferral_payments', 'expenses', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'expenses', 'restricted_stock']
	Accuracy: 0.81729	Precision: 0.24774	Recall: 0.13700	F1: 0.17643	F2: 0.15045
	Total predictions: 14000	True positives:  274	False positives:  832	False negatives: 1726	True negatives: 11168

['poi', 'to_messages', 'deferral_payments', 'expenses', 'salary']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'expenses', 'salary']
	Accuracy: 0.80262	Precision: 0.25434	Recall: 0.14650	F1: 0.18591	F2: 0.16007
	Total predictions: 13000	True positives:  293	False positives:  859	False negatives: 1707	True negatives: 10141

['poi', 'to_messages', 'deferral_payments', 'expenses', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'expenses', 'total_payments']
	Accuracy: 0.83079	Precision: 0.15514	Recall: 0.04150	F1: 0.06548	F2: 0.04862
	Total predictions: 14000	True positives:   83	False positives:  452	False negatives: 1917	True negatives: 11548

['poi', 'to_messages', 'deferral_payments', 'expenses', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'expenses', 'exercised_stock_options']
	Accuracy: 0.85286	Precision: 0.47500	Recall: 0.28500	F1: 0.35625	F2: 0.30978
	Total predictions: 14000	True positives:  570	False positives:  630	False negatives: 1430	True negatives: 11370

['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'long_term_incentive']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'long_term_incentive']
	Accuracy: 0.83285	Precision: 0.42857	Recall: 0.25950	F1: 0.32326	F2: 0.28173
	Total predictions: 13000	True positives:  519	False positives:  692	False negatives: 1481	True negatives: 10308

['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred']
	Accuracy: 0.29792	Precision: 0.17292	Recall: 0.94200	F1: 0.29221	F2: 0.49854
	Total predictions: 13000	True positives: 1884	False positives: 9011	False negatives:  116	True negatives: 1989

['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi']
	Accuracy: 0.78250	Precision: 0.26682	Recall: 0.17450	F1: 0.21100	F2: 0.18747
	Total predictions: 12000	True positives:  349	False positives:  959	False negatives: 1651	True negatives: 9041

['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'from_messages']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'from_messages']
	Accuracy: 0.73792	Precision: 0.23775	Recall: 0.25950	F1: 0.24815	F2: 0.25484
	Total predictions: 12000	True positives:  519	False positives: 1664	False negatives: 1481	True negatives: 8336

['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'other']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'other']
	Accuracy: 0.83693	Precision: 0.32335	Recall: 0.12950	F1: 0.18493	F2: 0.14714
	Total predictions: 14000	True positives:  259	False positives:  542	False negatives: 1741	True negatives: 11458

['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'director_fees']
	Accuracy: 0.29985	Precision: 0.17350	Recall: 0.94350	F1: 0.29310	F2: 0.49984
	Total predictions: 13000	True positives: 1887	False positives: 8989	False negatives:  113	True negatives: 2011

['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'resto_dirfees']
	Accuracy: 0.21317	Precision: 0.16610	Recall: 0.92550	F1: 0.28165	F2: 0.48344
	Total predictions: 12000	True positives: 1851	False positives: 9293	False negatives:  149	True negatives:  707

['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'bonus']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'bonus']
	Accuracy: 0.84400	Precision: 0.48713	Recall: 0.26500	F1: 0.34326	F2: 0.29159
	Total predictions: 13000	True positives:  530	False positives:  558	False negatives: 1470	True negatives: 10442

['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'total_stock_value']
	Accuracy: 0.85607	Precision: 0.49400	Recall: 0.30850	F1: 0.37981	F2: 0.33355
	Total predictions: 14000	True positives:  617	False positives:  632	False negatives: 1383	True negatives: 11368

['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'from_poi_to_this_person']
	Accuracy: 0.78942	Precision: 0.28023	Recall: 0.16800	F1: 0.21007	F2: 0.18263
	Total predictions: 12000	True positives:  336	False positives:  863	False negatives: 1664	True negatives: 9137

['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'from_this_person_to_poi']
	Accuracy: 0.80650	Precision: 0.32385	Recall: 0.14800	F1: 0.20316	F2: 0.16603
	Total predictions: 12000	True positives:  296	False positives:  618	False negatives: 1704	True negatives: 9382

['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'restricted_stock']
	Accuracy: 0.83879	Precision: 0.38758	Recall: 0.22150	F1: 0.28190	F2: 0.24226
	Total predictions: 14000	True positives:  443	False positives:  700	False negatives: 1557	True negatives: 11300

['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'salary']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'salary']
	Accuracy: 0.85264	Precision: 0.47333	Recall: 0.27950	F1: 0.35146	F2: 0.30443
	Total predictions: 14000	True positives:  559	False positives:  622	False negatives: 1441	True negatives: 11378

['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'total_payments']
	Accuracy: 0.83950	Precision: 0.34347	Recall: 0.13550	F1: 0.19433	F2: 0.15417
	Total predictions: 14000	True positives:  271	False positives:  518	False negatives: 1729	True negatives: 11482

['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'exercised_stock_options']
	Accuracy: 0.86593	Precision: 0.55012	Recall: 0.33750	F1: 0.41835	F2: 0.36577
	Total predictions: 14000	True positives:  675	False positives:  552	False negatives: 1325	True negatives: 11448

['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred']
	Accuracy: 0.32892	Precision: 0.19102	Recall: 0.93550	F1: 0.31725	F2: 0.52571
	Total predictions: 12000	True positives: 1871	False positives: 7924	False negatives:  129	True negatives: 2076

['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi']
	Accuracy: 0.76767	Precision: 0.22828	Recall: 0.16550	F1: 0.19188	F2: 0.17513
	Total predictions: 12000	True positives:  331	False positives: 1119	False negatives: 1669	True negatives: 8881

['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'from_messages']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'from_messages']
	Accuracy: 0.72425	Precision: 0.26034	Recall: 0.35550	F1: 0.30057	F2: 0.33128
	Total predictions: 12000	True positives:  711	False positives: 2020	False negatives: 1289	True negatives: 7980

['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'other']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'other']
	Accuracy: 0.79542	Precision: 0.17266	Recall: 0.06000	F1: 0.08905	F2: 0.06901
	Total predictions: 12000	True positives:  120	False positives:  575	False negatives: 1880	True negatives: 9425

['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'director_fees']
	Accuracy: 0.31231	Precision: 0.17625	Recall: 0.94450	F1: 0.29706	F2: 0.50459
	Total predictions: 13000	True positives: 1889	False positives: 8829	False negatives:  111	True negatives: 2171

['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'resto_dirfees']
	Accuracy: 0.23200	Precision: 0.17218	Recall: 0.94750	F1: 0.29140	F2: 0.49853
	Total predictions: 12000	True positives: 1895	False positives: 9111	False negatives:  105	True negatives:  889

['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'bonus']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'bonus']
	Accuracy: 0.81508	Precision: 0.40681	Recall: 0.23900	F1: 0.30110	F2: 0.26049
	Total predictions: 12000	True positives:  478	False positives:  697	False negatives: 1522	True negatives: 9303

['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'total_stock_value']
	Accuracy: 0.84750	Precision: 0.44236	Recall: 0.25900	F1: 0.32671	F2: 0.28241
	Total predictions: 14000	True positives:  518	False positives:  653	False negatives: 1482	True negatives: 11347

['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'from_poi_to_this_person']
	Accuracy: 0.77267	Precision: 0.23275	Recall: 0.15850	F1: 0.18858	F2: 0.16930
	Total predictions: 12000	True positives:  317	False positives: 1045	False negatives: 1683	True negatives: 8955

['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'from_this_person_to_poi']
	Accuracy: 0.77817	Precision: 0.19909	Recall: 0.10950	F1: 0.14129	F2: 0.12033
	Total predictions: 12000	True positives:  219	False positives:  881	False negatives: 1781	True negatives: 9119

['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'restricted_stock']
	Accuracy: 0.81062	Precision: 0.27529	Recall: 0.14150	F1: 0.18692	F2: 0.15673
	Total predictions: 13000	True positives:  283	False positives:  745	False negatives: 1717	True negatives: 10255

['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'salary']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'salary']
	Accuracy: 0.80550	Precision: 0.37054	Recall: 0.23900	F1: 0.29058	F2: 0.25727
	Total predictions: 12000	True positives:  478	False positives:  812	False negatives: 1522	True negatives: 9188

['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'total_payments']
	Accuracy: 0.82900	Precision: 0.21199	Recall: 0.07250	F1: 0.10805	F2: 0.08349
	Total predictions: 14000	True positives:  145	False positives:  539	False negatives: 1855	True negatives: 11461

['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'exercised_stock_options']
	Accuracy: 0.83985	Precision: 0.46612	Recall: 0.28200	F1: 0.35140	F2: 0.30619
	Total predictions: 13000	True positives:  564	False positives:  646	False negatives: 1436	True negatives: 10354

['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi']
	Accuracy: 0.34100	Precision: 0.20868	Recall: 0.94000	F1: 0.34154	F2: 0.55265
	Total predictions: 11000	True positives: 1880	False positives: 7129	False negatives:  120	True negatives: 1871

['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'from_messages']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'from_messages']
	Accuracy: 0.36182	Precision: 0.20443	Recall: 0.86800	F1: 0.33092	F2: 0.52632
	Total predictions: 11000	True positives: 1736	False positives: 6756	False negatives:  264	True negatives: 2244

['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'other']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'other']
	Accuracy: 0.29669	Precision: 0.16606	Recall: 0.88800	F1: 0.27980	F2: 0.47499
	Total predictions: 13000	True positives: 1776	False positives: 8919	False negatives:  224	True negatives: 2081

['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'director_fees']
	Accuracy: 0.41125	Precision: 0.21303	Recall: 0.94000	F1: 0.34734	F2: 0.55869
	Total predictions: 12000	True positives: 1880	False positives: 6945	False negatives:  120	True negatives: 3055

['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'resto_dirfees']
	Accuracy: 0.33400	Precision: 0.20691	Recall: 0.94000	F1: 0.33917	F2: 0.55016
	Total predictions: 11000	True positives: 1880	False positives: 7206	False negatives:  120	True negatives: 1794

['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'bonus']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'bonus']
	Accuracy: 0.32617	Precision: 0.19012	Recall: 0.93350	F1: 0.31591	F2: 0.52385
	Total predictions: 12000	True positives: 1867	False positives: 7953	False negatives:  133	True negatives: 2047

['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'total_stock_value']
	Accuracy: 0.28929	Precision: 0.16113	Recall: 0.94500	F1: 0.27531	F2: 0.47897
	Total predictions: 14000	True positives: 1890	False positives: 9840	False negatives:  110	True negatives: 2160

['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'from_poi_to_this_person']
	Accuracy: 0.34064	Precision: 0.20859	Recall: 0.94000	F1: 0.34141	F2: 0.55252
	Total predictions: 11000	True positives: 1880	False positives: 7133	False negatives:  120	True negatives: 1867

['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'from_this_person_to_poi']
	Accuracy: 0.33127	Precision: 0.19665	Recall: 0.86800	F1: 0.32065	F2: 0.51581
	Total predictions: 11000	True positives: 1736	False positives: 7092	False negatives:  264	True negatives: 1908

['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'restricted_stock']
	Accuracy: 0.30708	Precision: 0.17417	Recall: 0.93650	F1: 0.29371	F2: 0.49936
	Total predictions: 13000	True positives: 1873	False positives: 8881	False negatives:  127	True negatives: 2119

['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'salary']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'salary']
	Accuracy: 0.30508	Precision: 0.17417	Recall: 0.94000	F1: 0.29389	F2: 0.50016
	Total predictions: 13000	True positives: 1880	False positives: 8914	False negatives:  120	True negatives: 2086

['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'total_payments']
	Accuracy: 0.26357	Precision: 0.14877	Recall: 0.88000	F1: 0.25452	F2: 0.44377
	Total predictions: 14000	True positives: 1760	False positives: 10070	False negatives:  240	True negatives: 1930

['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'exercised_stock_options']
	Accuracy: 0.29923	Precision: 0.17181	Recall: 0.93050	F1: 0.29006	F2: 0.49411
	Total predictions: 13000	True positives: 1861	False positives: 8971	False negatives:  139	True negatives: 2029

['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages']
	Accuracy: 0.67291	Precision: 0.21423	Recall: 0.29950	F1: 0.24979	F2: 0.27742
	Total predictions: 11000	True positives:  599	False positives: 2197	False negatives: 1401	True negatives: 6803

['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'other']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'other']
	Accuracy: 0.75883	Precision: 0.07429	Recall: 0.03900	F1: 0.05115	F2: 0.04309
	Total predictions: 12000	True positives:   78	False positives:  972	False negatives: 1922	True negatives: 9028

['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees']
	Accuracy: 0.33517	Precision: 0.19154	Recall: 0.92800	F1: 0.31754	F2: 0.52459
	Total predictions: 12000	True positives: 1856	False positives: 7834	False negatives:  144	True negatives: 2166

['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'resto_dirfees']
	Accuracy: 0.23609	Precision: 0.18418	Recall: 0.93350	F1: 0.30765	F2: 0.51469
	Total predictions: 11000	True positives: 1867	False positives: 8270	False negatives:  133	True negatives:  730

['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'bonus']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'bonus']
	Accuracy: 0.78150	Precision: 0.28403	Recall: 0.20450	F1: 0.23779	F2: 0.21663
	Total predictions: 12000	True positives:  409	False positives: 1031	False negatives: 1591	True negatives: 8969

['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'total_stock_value']
	Accuracy: 0.83843	Precision: 0.39766	Recall: 0.25450	F1: 0.31037	F2: 0.27425
	Total predictions: 14000	True positives:  509	False positives:  771	False negatives: 1491	True negatives: 11229

['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'from_poi_to_this_person']
	Accuracy: 0.73927	Precision: 0.14013	Recall: 0.08450	F1: 0.10543	F2: 0.09179
	Total predictions: 11000	True positives:  169	False positives: 1037	False negatives: 1831	True negatives: 7963

['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'from_this_person_to_poi']
	Accuracy: 0.73036	Precision: 0.09206	Recall: 0.05450	F1: 0.06847	F2: 0.05934
	Total predictions: 11000	True positives:  109	False positives: 1075	False negatives: 1891	True negatives: 7925

['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'restricted_stock']
	Accuracy: 0.77762	Precision: 0.15862	Recall: 0.10350	F1: 0.12526	F2: 0.11123
	Total predictions: 13000	True positives:  207	False positives: 1098	False negatives: 1793	True negatives: 9902

['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'salary']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'salary']
	Accuracy: 0.75633	Precision: 0.18356	Recall: 0.13400	F1: 0.15491	F2: 0.14165
	Total predictions: 12000	True positives:  268	False positives: 1192	False negatives: 1732	True negatives: 8808

['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'total_payments']
	Accuracy: 0.81879	Precision: 0.14531	Recall: 0.05500	F1: 0.07980	F2: 0.06281
	Total predictions: 14000	True positives:  110	False positives:  647	False negatives: 1890	True negatives: 11353

['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'exercised_stock_options']
	Accuracy: 0.83262	Precision: 0.43241	Recall: 0.28150	F1: 0.34101	F2: 0.30262
	Total predictions: 13000	True positives:  563	False positives:  739	False negatives: 1437	True negatives: 10261

['poi', 'to_messages', 'deferral_payments', 'from_messages', 'other']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'from_messages', 'other']
	Accuracy: 0.66267	Precision: 0.09685	Recall: 0.12300	F1: 0.10837	F2: 0.11670
	Total predictions: 12000	True positives:  246	False positives: 2294	False negatives: 1754	True negatives: 7706

['poi', 'to_messages', 'deferral_payments', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'from_messages', 'director_fees']
	Accuracy: 0.35658	Precision: 0.18666	Recall: 0.85200	F1: 0.30623	F2: 0.49740
	Total predictions: 12000	True positives: 1704	False positives: 7425	False negatives:  296	True negatives: 2575

['poi', 'to_messages', 'deferral_payments', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'from_messages', 'resto_dirfees']
	Accuracy: 0.25973	Precision: 0.18135	Recall: 0.87400	F1: 0.30037	F2: 0.49549
	Total predictions: 11000	True positives: 1748	False positives: 7891	False negatives:  252	True negatives: 1109

['poi', 'to_messages', 'deferral_payments', 'from_messages', 'bonus']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'from_messages', 'bonus']
	Accuracy: 0.71525	Precision: 0.18469	Recall: 0.20750	F1: 0.19543	F2: 0.20250
	Total predictions: 12000	True positives:  415	False positives: 1832	False negatives: 1585	True negatives: 8168

['poi', 'to_messages', 'deferral_payments', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'from_messages', 'total_stock_value']
	Accuracy: 0.82621	Precision: 0.36341	Recall: 0.28800	F1: 0.32134	F2: 0.30047
	Total predictions: 14000	True positives:  576	False positives: 1009	False negatives: 1424	True negatives: 10991

['poi', 'to_messages', 'deferral_payments', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.69255	Precision: 0.22227	Recall: 0.27650	F1: 0.24643	F2: 0.26363
	Total predictions: 11000	True positives:  553	False positives: 1935	False negatives: 1447	True negatives: 7065

['poi', 'to_messages', 'deferral_payments', 'from_messages', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'from_messages', 'from_this_person_to_poi']
	Accuracy: 0.68136	Precision: 0.11430	Recall: 0.11150	F1: 0.11288	F2: 0.11205
	Total predictions: 11000	True positives:  223	False positives: 1728	False negatives: 1777	True negatives: 7272

['poi', 'to_messages', 'deferral_payments', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'from_messages', 'restricted_stock']
	Accuracy: 0.72200	Precision: 0.14574	Recall: 0.16600	F1: 0.15521	F2: 0.16151
	Total predictions: 13000	True positives:  332	False positives: 1946	False negatives: 1668	True negatives: 9054

['poi', 'to_messages', 'deferral_payments', 'from_messages', 'salary']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'from_messages', 'salary']
	Accuracy: 0.70983	Precision: 0.21234	Recall: 0.27350	F1: 0.23907	F2: 0.25860
	Total predictions: 12000	True positives:  547	False positives: 2029	False negatives: 1453	True negatives: 7971

['poi', 'to_messages', 'deferral_payments', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'from_messages', 'total_payments']
	Accuracy: 0.81886	Precision: 0.14550	Recall: 0.05500	F1: 0.07983	F2: 0.06281
	Total predictions: 14000	True positives:  110	False positives:  646	False negatives: 1890	True negatives: 11354

['poi', 'to_messages', 'deferral_payments', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.83438	Precision: 0.45099	Recall: 0.35200	F1: 0.39539	F2: 0.36816
	Total predictions: 13000	True positives:  704	False positives:  857	False negatives: 1296	True negatives: 10143

['poi', 'to_messages', 'deferral_payments', 'other', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'other', 'director_fees']
	Accuracy: 0.28771	Precision: 0.15309	Recall: 0.87950	F1: 0.26079	F2: 0.45126
	Total predictions: 14000	True positives: 1759	False positives: 9731	False negatives:  241	True negatives: 2269

['poi', 'to_messages', 'deferral_payments', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'other', 'resto_dirfees']
	Accuracy: 0.20523	Precision: 0.14838	Recall: 0.87900	F1: 0.25390	F2: 0.44287
	Total predictions: 13000	True positives: 1758	False positives: 10090	False negatives:  242	True negatives:  910

['poi', 'to_messages', 'deferral_payments', 'other', 'bonus']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'other', 'bonus']
	Accuracy: 0.80350	Precision: 0.23676	Recall: 0.08050	F1: 0.12015	F2: 0.09274
	Total predictions: 12000	True positives:  161	False positives:  519	False negatives: 1839	True negatives: 9481

['poi', 'to_messages', 'deferral_payments', 'other', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'other', 'total_stock_value']
	Accuracy: 0.84071	Precision: 0.38046	Recall: 0.18300	F1: 0.24713	F2: 0.20420
	Total predictions: 14000	True positives:  366	False positives:  596	False negatives: 1634	True negatives: 11404

['poi', 'to_messages', 'deferral_payments', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'other', 'from_poi_to_this_person']
	Accuracy: 0.76983	Precision: 0.07095	Recall: 0.03150	F1: 0.04363	F2: 0.03544
	Total predictions: 12000	True positives:   63	False positives:  825	False negatives: 1937	True negatives: 9175

['poi', 'to_messages', 'deferral_payments', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'other', 'from_this_person_to_poi']
	Accuracy: 0.77875	Precision: 0.01046	Recall: 0.00350	F1: 0.00525	F2: 0.00404
	Total predictions: 12000	True positives:    7	False positives:  662	False negatives: 1993	True negatives: 9338

['poi', 'to_messages', 'deferral_payments', 'other', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'other', 'restricted_stock']
	Accuracy: 0.81008	Precision: 0.17476	Recall: 0.06300	F1: 0.09261	F2: 0.07224
	Total predictions: 13000	True positives:  126	False positives:  595	False negatives: 1874	True negatives: 10405

['poi', 'to_messages', 'deferral_payments', 'other', 'salary']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'other', 'salary']
	Accuracy: 0.80808	Precision: 0.18228	Recall: 0.07100	F1: 0.10220	F2: 0.08087
	Total predictions: 13000	True positives:  142	False positives:  637	False negatives: 1858	True negatives: 10363

['poi', 'to_messages', 'deferral_payments', 'other', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'other', 'total_payments']
	Accuracy: 0.82307	Precision: 0.05915	Recall: 0.01600	F1: 0.02519	F2: 0.01873
	Total predictions: 14000	True positives:   32	False positives:  509	False negatives: 1968	True negatives: 11491

['poi', 'to_messages', 'deferral_payments', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'other', 'exercised_stock_options']
	Accuracy: 0.84207	Precision: 0.38930	Recall: 0.18550	F1: 0.25127	F2: 0.20719
	Total predictions: 14000	True positives:  371	False positives:  582	False negatives: 1629	True negatives: 11418

['poi', 'to_messages', 'deferral_payments', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'director_fees', 'resto_dirfees']
	Accuracy: 0.30758	Precision: 0.18521	Recall: 0.92800	F1: 0.30879	F2: 0.51495
	Total predictions: 12000	True positives: 1856	False positives: 8165	False negatives:  144	True negatives: 1835

['poi', 'to_messages', 'deferral_payments', 'director_fees', 'bonus']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'director_fees', 'bonus']
	Accuracy: 0.29615	Precision: 0.17154	Recall: 0.93350	F1: 0.28982	F2: 0.49433
	Total predictions: 13000	True positives: 1867	False positives: 9017	False negatives:  133	True negatives: 1983

['poi', 'to_messages', 'deferral_payments', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'director_fees', 'total_stock_value']
	Accuracy: 0.28293	Precision: 0.15132	Recall: 0.95000	F1: 0.26106	F2: 0.46215
	Total predictions: 15000	True positives: 1900	False positives: 10656	False negatives:  100	True negatives: 2344

['poi', 'to_messages', 'deferral_payments', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.33450	Precision: 0.19138	Recall: 0.92800	F1: 0.31732	F2: 0.52435
	Total predictions: 12000	True positives: 1856	False positives: 7842	False negatives:  144	True negatives: 2158

['poi', 'to_messages', 'deferral_payments', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.32792	Precision: 0.17988	Recall: 0.85200	F1: 0.29705	F2: 0.48761
	Total predictions: 12000	True positives: 1704	False positives: 7769	False negatives:  296	True negatives: 2231

['poi', 'to_messages', 'deferral_payments', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'director_fees', 'restricted_stock']
	Accuracy: 0.29107	Precision: 0.15967	Recall: 0.92950	F1: 0.27252	F2: 0.47320
	Total predictions: 14000	True positives: 1859	False positives: 9784	False negatives:  141	True negatives: 2216

['poi', 'to_messages', 'deferral_payments', 'director_fees', 'salary']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'director_fees', 'salary']
	Accuracy: 0.28714	Precision: 0.15938	Recall: 0.93350	F1: 0.27228	F2: 0.47352
	Total predictions: 14000	True positives: 1867	False positives: 9847	False negatives:  133	True negatives: 2153

['poi', 'to_messages', 'deferral_payments', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'director_fees', 'total_payments']
	Accuracy: 0.29743	Precision: 0.15638	Recall: 0.89150	F1: 0.26608	F2: 0.45949
	Total predictions: 14000	True positives: 1783	False positives: 9619	False negatives:  217	True negatives: 2381

['poi', 'to_messages', 'deferral_payments', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.30307	Precision: 0.16271	Recall: 0.93550	F1: 0.27721	F2: 0.47977
	Total predictions: 14000	True positives: 1871	False positives: 9628	False negatives:  129	True negatives: 2372

['poi', 'to_messages', 'deferral_payments', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'resto_dirfees', 'bonus']
	Accuracy: 0.23233	Precision: 0.17081	Recall: 0.93550	F1: 0.28887	F2: 0.49356
	Total predictions: 12000	True positives: 1871	False positives: 9083	False negatives:  129	True negatives:  917

['poi', 'to_messages', 'deferral_payments', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.20729	Precision: 0.14676	Recall: 0.94500	F1: 0.25407	F2: 0.45263
	Total predictions: 14000	True positives: 1890	False positives: 10988	False negatives:  110	True negatives: 1012

['poi', 'to_messages', 'deferral_payments', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.23564	Precision: 0.18409	Recall: 0.93350	F1: 0.30753	F2: 0.51455
	Total predictions: 11000	True positives: 1867	False positives: 8275	False negatives:  133	True negatives:  725

['poi', 'to_messages', 'deferral_payments', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.22745	Precision: 0.17484	Recall: 0.87350	F1: 0.29136	F2: 0.48549
	Total predictions: 11000	True positives: 1747	False positives: 8245	False negatives:  253	True negatives:  755

['poi', 'to_messages', 'deferral_payments', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.21862	Precision: 0.15728	Recall: 0.93600	F1: 0.26931	F2: 0.47030
	Total predictions: 13000	True positives: 1872	False positives: 10030	False negatives:  128	True negatives:  970

['poi', 'to_messages', 'deferral_payments', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'resto_dirfees', 'salary']
	Accuracy: 0.21492	Precision: 0.15631	Recall: 0.93300	F1: 0.26776	F2: 0.46795
	Total predictions: 13000	True positives: 1866	False positives: 10072	False negatives:  134	True negatives:  928

['poi', 'to_messages', 'deferral_payments', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'resto_dirfees', 'total_payments']
	Accuracy: 0.23414	Precision: 0.13652	Recall: 0.81900	F1: 0.23403	F2: 0.40954
	Total predictions: 14000	True positives: 1638	False positives: 10360	False negatives:  362	True negatives: 1640

['poi', 'to_messages', 'deferral_payments', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.21846	Precision: 0.15685	Recall: 0.93250	F1: 0.26854	F2: 0.46883
	Total predictions: 13000	True positives: 1865	False positives: 10025	False negatives:  135	True negatives:  975

['poi', 'to_messages', 'deferral_payments', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'bonus', 'total_stock_value']
	Accuracy: 0.84971	Precision: 0.45085	Recall: 0.23850	F1: 0.31197	F2: 0.26330
	Total predictions: 14000	True positives:  477	False positives:  581	False negatives: 1523	True negatives: 11419

['poi', 'to_messages', 'deferral_payments', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.78033	Precision: 0.28189	Recall: 0.20550	F1: 0.23771	F2: 0.21728
	Total predictions: 12000	True positives:  411	False positives: 1047	False negatives: 1589	True negatives: 8953

['poi', 'to_messages', 'deferral_payments', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.79558	Precision: 0.27507	Recall: 0.13850	F1: 0.18424	F2: 0.15377
	Total predictions: 12000	True positives:  277	False positives:  730	False negatives: 1723	True negatives: 9270

['poi', 'to_messages', 'deferral_payments', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'bonus', 'restricted_stock']
	Accuracy: 0.81546	Precision: 0.28844	Recall: 0.13600	F1: 0.18485	F2: 0.15207
	Total predictions: 13000	True positives:  272	False positives:  671	False negatives: 1728	True negatives: 10329

['poi', 'to_messages', 'deferral_payments', 'bonus', 'salary']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'bonus', 'salary']
	Accuracy: 0.80158	Precision: 0.33037	Recall: 0.18550	F1: 0.23759	F2: 0.20333
	Total predictions: 12000	True positives:  371	False positives:  752	False negatives: 1629	True negatives: 9248

['poi', 'to_messages', 'deferral_payments', 'bonus', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'bonus', 'total_payments']
	Accuracy: 0.82771	Precision: 0.20058	Recall: 0.06900	F1: 0.10268	F2: 0.07942
	Total predictions: 14000	True positives:  138	False positives:  550	False negatives: 1862	True negatives: 11450

['poi', 'to_messages', 'deferral_payments', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'bonus', 'exercised_stock_options']
	Accuracy: 0.84223	Precision: 0.47645	Recall: 0.25800	F1: 0.33474	F2: 0.28405
	Total predictions: 13000	True positives:  516	False positives:  567	False negatives: 1484	True negatives: 10433

['poi', 'to_messages', 'deferral_payments', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.86507	Precision: 0.55861	Recall: 0.26450	F1: 0.35901	F2: 0.29563
	Total predictions: 14000	True positives:  529	False positives:  418	False negatives: 1471	True negatives: 11582

['poi', 'to_messages', 'deferral_payments', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.86714	Precision: 0.57625	Recall: 0.26450	F1: 0.36258	F2: 0.29659
	Total predictions: 14000	True positives:  529	False positives:  389	False negatives: 1471	True negatives: 11611

['poi', 'to_messages', 'deferral_payments', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.86864	Precision: 0.58394	Recall: 0.28000	F1: 0.37851	F2: 0.31253
	Total predictions: 14000	True positives:  560	False positives:  399	False negatives: 1440	True negatives: 11601

['poi', 'to_messages', 'deferral_payments', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'total_stock_value', 'salary']
	Accuracy: 0.84886	Precision: 0.44569	Recall: 0.23800	F1: 0.31030	F2: 0.26246
	Total predictions: 14000	True positives:  476	False positives:  592	False negatives: 1524	True negatives: 11408

['poi', 'to_messages', 'deferral_payments', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'total_stock_value', 'total_payments']
	Accuracy: 0.84880	Precision: 0.36492	Recall: 0.18100	F1: 0.24198	F2: 0.20129
	Total predictions: 15000	True positives:  362	False positives:  630	False negatives: 1638	True negatives: 12370

['poi', 'to_messages', 'deferral_payments', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.84986	Precision: 0.45596	Recall: 0.26400	F1: 0.33439	F2: 0.28827
	Total predictions: 14000	True positives:  528	False positives:  630	False negatives: 1472	True negatives: 11370

['poi', 'to_messages', 'deferral_payments', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.73745	Precision: 0.08192	Recall: 0.04350	F1: 0.05683	F2: 0.04800
	Total predictions: 11000	True positives:   87	False positives:  975	False negatives: 1913	True negatives: 8025

['poi', 'to_messages', 'deferral_payments', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.78600	Precision: 0.16638	Recall: 0.09750	F1: 0.12295	F2: 0.10630
	Total predictions: 13000	True positives:  195	False positives:  977	False negatives: 1805	True negatives: 10023

['poi', 'to_messages', 'deferral_payments', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.75567	Precision: 0.18975	Recall: 0.14250	F1: 0.16276	F2: 0.14997
	Total predictions: 12000	True positives:  285	False positives: 1217	False negatives: 1715	True negatives: 8783

['poi', 'to_messages', 'deferral_payments', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.83086	Precision: 0.18707	Recall: 0.05500	F1: 0.08501	F2: 0.06404
	Total predictions: 14000	True positives:  110	False positives:  478	False negatives: 1890	True negatives: 11522

['poi', 'to_messages', 'deferral_payments', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.85338	Precision: 0.53950	Recall: 0.32100	F1: 0.40251	F2: 0.34929
	Total predictions: 13000	True positives:  642	False positives:  548	False negatives: 1358	True negatives: 10452

['poi', 'to_messages', 'deferral_payments', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.80246	Precision: 0.16667	Recall: 0.07100	F1: 0.09958	F2: 0.08021
	Total predictions: 13000	True positives:  142	False positives:  710	False negatives: 1858	True negatives: 10290

['poi', 'to_messages', 'deferral_payments', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.77950	Precision: 0.22155	Recall: 0.12850	F1: 0.16266	F2: 0.14028
	Total predictions: 12000	True positives:  257	False positives:  903	False negatives: 1743	True negatives: 9097

['poi', 'to_messages', 'deferral_payments', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.83079	Precision: 0.18462	Recall: 0.05400	F1: 0.08356	F2: 0.06290
	Total predictions: 14000	True positives:  108	False positives:  477	False negatives: 1892	True negatives: 11523

['poi', 'to_messages', 'deferral_payments', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.85700	Precision: 0.56462	Recall: 0.30800	F1: 0.39858	F2: 0.33880
	Total predictions: 13000	True positives:  616	False positives:  475	False negatives: 1384	True negatives: 10525

['poi', 'to_messages', 'deferral_payments', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'restricted_stock', 'salary']
	Accuracy: 0.81154	Precision: 0.25000	Recall: 0.11250	F1: 0.15517	F2: 0.12640
	Total predictions: 13000	True positives:  225	False positives:  675	False negatives: 1775	True negatives: 10325

['poi', 'to_messages', 'deferral_payments', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'restricted_stock', 'total_payments']
	Accuracy: 0.82586	Precision: 0.19499	Recall: 0.07000	F1: 0.10302	F2: 0.08029
	Total predictions: 14000	True positives:  140	False positives:  578	False negatives: 1860	True negatives: 11422

['poi', 'to_messages', 'deferral_payments', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.85450	Precision: 0.48409	Recall: 0.28150	F1: 0.35599	F2: 0.30721
	Total predictions: 14000	True positives:  563	False positives:  600	False negatives: 1437	True negatives: 11400

['poi', 'to_messages', 'deferral_payments', 'salary', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'salary', 'total_payments']
	Accuracy: 0.82807	Precision: 0.17544	Recall: 0.05500	F1: 0.08375	F2: 0.06375
	Total predictions: 14000	True positives:  110	False positives:  517	False negatives: 1890	True negatives: 11483

['poi', 'to_messages', 'deferral_payments', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'salary', 'exercised_stock_options']
	Accuracy: 0.85343	Precision: 0.47575	Recall: 0.25500	F1: 0.33203	F2: 0.28108
	Total predictions: 14000	True positives:  510	False positives:  562	False negatives: 1490	True negatives: 11438

['poi', 'to_messages', 'deferral_payments', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'deferral_payments', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84980	Precision: 0.37079	Recall: 0.18150	F1: 0.24371	F2: 0.20214
	Total predictions: 15000	True positives:  363	False positives:  616	False negatives: 1637	True negatives: 12384

['poi', 'to_messages', 'expenses', 'deferred_income', 'long_term_incentive']
GaussianNB()
['poi', 'to_messages', 'expenses', 'deferred_income', 'long_term_incentive']
	Accuracy: 0.83485	Precision: 0.42967	Recall: 0.22450	F1: 0.29491	F2: 0.24820
	Total predictions: 13000	True positives:  449	False positives:  596	False negatives: 1551	True negatives: 10404

['poi', 'to_messages', 'expenses', 'deferred_income', 'restricted_stock_deferred']
GaussianNB()
['poi', 'to_messages', 'expenses', 'deferred_income', 'restricted_stock_deferred']
	Accuracy: 0.28692	Precision: 0.17746	Recall: 1.00000	F1: 0.30143	F2: 0.51894
	Total predictions: 13000	True positives: 2000	False positives: 9270	False negatives:    0	True negatives: 1730

['poi', 'to_messages', 'expenses', 'deferred_income', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'to_messages', 'expenses', 'deferred_income', 'shared_receipt_with_poi']
	Accuracy: 0.81315	Precision: 0.24794	Recall: 0.10550	F1: 0.14802	F2: 0.11920
	Total predictions: 13000	True positives:  211	False positives:  640	False negatives: 1789	True negatives: 10360

['poi', 'to_messages', 'expenses', 'deferred_income', 'from_messages']
GaussianNB()
['poi', 'to_messages', 'expenses', 'deferred_income', 'from_messages']
	Accuracy: 0.81269	Precision: 0.30598	Recall: 0.17150	F1: 0.21980	F2: 0.18803
	Total predictions: 13000	True positives:  343	False positives:  778	False negatives: 1657	True negatives: 10222

['poi', 'to_messages', 'expenses', 'deferred_income', 'other']
GaussianNB()
['poi', 'to_messages', 'expenses', 'deferred_income', 'other']
	Accuracy: 0.83200	Precision: 0.37500	Recall: 0.13800	F1: 0.20175	F2: 0.15797
	Total predictions: 13000	True positives:  276	False positives:  460	False negatives: 1724	True negatives: 10540

['poi', 'to_messages', 'expenses', 'deferred_income', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'expenses', 'deferred_income', 'director_fees']
	Accuracy: 0.28238	Precision: 0.17642	Recall: 0.99900	F1: 0.29989	F2: 0.51695
	Total predictions: 13000	True positives: 1998	False positives: 9327	False negatives:    2	True negatives: 1673

['poi', 'to_messages', 'expenses', 'deferred_income', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'expenses', 'deferred_income', 'resto_dirfees']
	Accuracy: 0.19031	Precision: 0.15961	Recall: 0.99950	F1: 0.27527	F2: 0.48699
	Total predictions: 13000	True positives: 1999	False positives: 10525	False negatives:    1	True negatives:  475

['poi', 'to_messages', 'expenses', 'deferred_income', 'bonus']
GaussianNB()
['poi', 'to_messages', 'expenses', 'deferred_income', 'bonus']
	Accuracy: 0.85623	Precision: 0.56353	Recall: 0.29050	F1: 0.38337	F2: 0.32167
	Total predictions: 13000	True positives:  581	False positives:  450	False negatives: 1419	True negatives: 10550

['poi', 'to_messages', 'expenses', 'deferred_income', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'expenses', 'deferred_income', 'total_stock_value']
	Accuracy: 0.85543	Precision: 0.49055	Recall: 0.31150	F1: 0.38104	F2: 0.33603
	Total predictions: 14000	True positives:  623	False positives:  647	False negatives: 1377	True negatives: 11353

['poi', 'to_messages', 'expenses', 'deferred_income', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'expenses', 'deferred_income', 'from_poi_to_this_person']
	Accuracy: 0.82092	Precision: 0.29082	Recall: 0.11400	F1: 0.16379	F2: 0.12978
	Total predictions: 13000	True positives:  228	False positives:  556	False negatives: 1772	True negatives: 10444

['poi', 'to_messages', 'expenses', 'deferred_income', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'expenses', 'deferred_income', 'from_this_person_to_poi']
	Accuracy: 0.81862	Precision: 0.27342	Recall: 0.10800	F1: 0.15484	F2: 0.12287
	Total predictions: 13000	True positives:  216	False positives:  574	False negatives: 1784	True negatives: 10426

['poi', 'to_messages', 'expenses', 'deferred_income', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'expenses', 'deferred_income', 'restricted_stock']
	Accuracy: 0.84050	Precision: 0.39438	Recall: 0.21750	F1: 0.28037	F2: 0.23893
	Total predictions: 14000	True positives:  435	False positives:  668	False negatives: 1565	True negatives: 11332

['poi', 'to_messages', 'expenses', 'deferred_income', 'salary']
GaussianNB()
['poi', 'to_messages', 'expenses', 'deferred_income', 'salary']
	Accuracy: 0.85200	Precision: 0.53718	Recall: 0.27450	F1: 0.36334	F2: 0.30426
	Total predictions: 13000	True positives:  549	False positives:  473	False negatives: 1451	True negatives: 10527

['poi', 'to_messages', 'expenses', 'deferred_income', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'expenses', 'deferred_income', 'total_payments']
	Accuracy: 0.84079	Precision: 0.34754	Recall: 0.13050	F1: 0.18975	F2: 0.14913
	Total predictions: 14000	True positives:  261	False positives:  490	False negatives: 1739	True negatives: 11510

['poi', 'to_messages', 'expenses', 'deferred_income', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'expenses', 'deferred_income', 'exercised_stock_options']
	Accuracy: 0.85721	Precision: 0.50041	Recall: 0.30450	F1: 0.37861	F2: 0.33037
	Total predictions: 14000	True positives:  609	False positives:  608	False negatives: 1391	True negatives: 11392

['poi', 'to_messages', 'expenses', 'long_term_incentive', 'restricted_stock_deferred']
GaussianNB()
['poi', 'to_messages', 'expenses', 'long_term_incentive', 'restricted_stock_deferred']
	Accuracy: 0.26921	Precision: 0.15957	Recall: 0.96450	F1: 0.27383	F2: 0.48011
	Total predictions: 14000	True positives: 1929	False positives: 10160	False negatives:   71	True negatives: 1840

['poi', 'to_messages', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'to_messages', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi']
	Accuracy: 0.81485	Precision: 0.30338	Recall: 0.15700	F1: 0.20692	F2: 0.17377
	Total predictions: 13000	True positives:  314	False positives:  721	False negatives: 1686	True negatives: 10279

['poi', 'to_messages', 'expenses', 'long_term_incentive', 'from_messages']
GaussianNB()
['poi', 'to_messages', 'expenses', 'long_term_incentive', 'from_messages']
	Accuracy: 0.80838	Precision: 0.35567	Recall: 0.30250	F1: 0.32694	F2: 0.31182
	Total predictions: 13000	True positives:  605	False positives: 1096	False negatives: 1395	True negatives: 9904

['poi', 'to_messages', 'expenses', 'long_term_incentive', 'other']
GaussianNB()
['poi', 'to_messages', 'expenses', 'long_term_incentive', 'other']
	Accuracy: 0.81638	Precision: 0.11683	Recall: 0.02950	F1: 0.04711	F2: 0.03469
	Total predictions: 13000	True positives:   59	False positives:  446	False negatives: 1941	True negatives: 10554

['poi', 'to_messages', 'expenses', 'long_term_incentive', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'expenses', 'long_term_incentive', 'director_fees']
	Accuracy: 0.25650	Precision: 0.15579	Recall: 0.95150	F1: 0.26775	F2: 0.47069
	Total predictions: 14000	True positives: 1903	False positives: 10312	False negatives:   97	True negatives: 1688

['poi', 'to_messages', 'expenses', 'long_term_incentive', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'expenses', 'long_term_incentive', 'resto_dirfees']
	Accuracy: 0.18015	Precision: 0.15379	Recall: 0.96150	F1: 0.26517	F2: 0.46893
	Total predictions: 13000	True positives: 1923	False positives: 10581	False negatives:   77	True negatives:  419

['poi', 'to_messages', 'expenses', 'long_term_incentive', 'bonus']
GaussianNB()
['poi', 'to_messages', 'expenses', 'long_term_incentive', 'bonus']
	Accuracy: 0.82292	Precision: 0.37182	Recall: 0.21900	F1: 0.27565	F2: 0.23861
	Total predictions: 13000	True positives:  438	False positives:  740	False negatives: 1562	True negatives: 10260

['poi', 'to_messages', 'expenses', 'long_term_incentive', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'expenses', 'long_term_incentive', 'total_stock_value']
	Accuracy: 0.84300	Precision: 0.42016	Recall: 0.26050	F1: 0.32160	F2: 0.28193
	Total predictions: 14000	True positives:  521	False positives:  719	False negatives: 1479	True negatives: 11281

['poi', 'to_messages', 'expenses', 'long_term_incentive', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'expenses', 'long_term_incentive', 'from_poi_to_this_person']
	Accuracy: 0.81954	Precision: 0.30296	Recall: 0.13300	F1: 0.18485	F2: 0.14981
	Total predictions: 13000	True positives:  266	False positives:  612	False negatives: 1734	True negatives: 10388

['poi', 'to_messages', 'expenses', 'long_term_incentive', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'expenses', 'long_term_incentive', 'from_this_person_to_poi']
	Accuracy: 0.81185	Precision: 0.22871	Recall: 0.09400	F1: 0.13324	F2: 0.10655
	Total predictions: 13000	True positives:  188	False positives:  634	False negatives: 1812	True negatives: 10366

['poi', 'to_messages', 'expenses', 'long_term_incentive', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'expenses', 'long_term_incentive', 'restricted_stock']
	Accuracy: 0.82543	Precision: 0.27347	Recall: 0.13400	F1: 0.17987	F2: 0.14922
	Total predictions: 14000	True positives:  268	False positives:  712	False negatives: 1732	True negatives: 11288

['poi', 'to_messages', 'expenses', 'long_term_incentive', 'salary']
GaussianNB()
['poi', 'to_messages', 'expenses', 'long_term_incentive', 'salary']
	Accuracy: 0.83215	Precision: 0.40789	Recall: 0.20150	F1: 0.26975	F2: 0.22419
	Total predictions: 13000	True positives:  403	False positives:  585	False negatives: 1597	True negatives: 10415

['poi', 'to_messages', 'expenses', 'long_term_incentive', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'expenses', 'long_term_incentive', 'total_payments']
	Accuracy: 0.83100	Precision: 0.20579	Recall: 0.06400	F1: 0.09764	F2: 0.07423
	Total predictions: 14000	True positives:  128	False positives:  494	False negatives: 1872	True negatives: 11506

['poi', 'to_messages', 'expenses', 'long_term_incentive', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'expenses', 'long_term_incentive', 'exercised_stock_options']
	Accuracy: 0.84164	Precision: 0.41423	Recall: 0.26200	F1: 0.32098	F2: 0.28278
	Total predictions: 14000	True positives:  524	False positives:  741	False negatives: 1476	True negatives: 11259

['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi']
	Accuracy: 0.27569	Precision: 0.16940	Recall: 0.95000	F1: 0.28753	F2: 0.49438
	Total predictions: 13000	True positives: 1900	False positives: 9316	False negatives:  100	True negatives: 1684

['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'from_messages']
GaussianNB()
['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'from_messages']
	Accuracy: 0.30069	Precision: 0.17283	Recall: 0.93650	F1: 0.29181	F2: 0.49716
	Total predictions: 13000	True positives: 1873	False positives: 8964	False negatives:  127	True negatives: 2036

['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'other']
GaussianNB()
['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'other']
	Accuracy: 0.25907	Precision: 0.15115	Recall: 0.90700	F1: 0.25912	F2: 0.45348
	Total predictions: 14000	True positives: 1814	False positives: 10187	False negatives:  186	True negatives: 1813

['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'director_fees']
	Accuracy: 0.36393	Precision: 0.18340	Recall: 1.00000	F1: 0.30996	F2: 0.52896
	Total predictions: 14000	True positives: 2000	False positives: 8905	False negatives:    0	True negatives: 3095

['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'resto_dirfees']
	Accuracy: 0.28285	Precision: 0.17663	Recall: 1.00000	F1: 0.30023	F2: 0.51752
	Total predictions: 13000	True positives: 2000	False positives: 9323	False negatives:    0	True negatives: 1677

['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'bonus']
GaussianNB()
['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'bonus']
	Accuracy: 0.28485	Precision: 0.17704	Recall: 1.00000	F1: 0.30082	F2: 0.51822
	Total predictions: 13000	True positives: 2000	False positives: 9297	False negatives:    0	True negatives: 1703

['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'total_stock_value']
	Accuracy: 0.25936	Precision: 0.15580	Recall: 0.94700	F1: 0.26757	F2: 0.46981
	Total predictions: 14000	True positives: 1894	False positives: 10263	False negatives:  106	True negatives: 1737

['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'from_poi_to_this_person']
	Accuracy: 0.28200	Precision: 0.17549	Recall: 0.99150	F1: 0.29820	F2: 0.51373
	Total predictions: 13000	True positives: 1983	False positives: 9317	False negatives:   17	True negatives: 1683

['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'from_this_person_to_poi']
	Accuracy: 0.27492	Precision: 0.16670	Recall: 0.92850	F1: 0.28265	F2: 0.48511
	Total predictions: 13000	True positives: 1857	False positives: 9283	False negatives:  143	True negatives: 1717

['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'restricted_stock']
	Accuracy: 0.27000	Precision: 0.15858	Recall: 0.95450	F1: 0.27198	F2: 0.47634
	Total predictions: 14000	True positives: 1909	False positives: 10129	False negatives:   91	True negatives: 1871

['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'salary']
GaussianNB()
['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'salary']
	Accuracy: 0.26907	Precision: 0.15937	Recall: 0.96300	F1: 0.27348	F2: 0.47946
	Total predictions: 14000	True positives: 1926	False positives: 10159	False negatives:   74	True negatives: 1841

['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'total_payments']
	Accuracy: 0.24643	Precision: 0.14675	Recall: 0.88800	F1: 0.25188	F2: 0.44175
	Total predictions: 14000	True positives: 1776	False positives: 10326	False negatives:  224	True negatives: 1674

['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'exercised_stock_options']
	Accuracy: 0.25943	Precision: 0.15586	Recall: 0.94750	F1: 0.26769	F2: 0.47004
	Total predictions: 14000	True positives: 1895	False positives: 10263	False negatives:  105	True negatives: 1737

['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'from_messages']
GaussianNB()
['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'from_messages']
	Accuracy: 0.75342	Precision: 0.15026	Recall: 0.10300	F1: 0.12222	F2: 0.10991
	Total predictions: 12000	True positives:  206	False positives: 1165	False negatives: 1794	True negatives: 8835

['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'other']
GaussianNB()
['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'other']
	Accuracy: 0.80208	Precision: 0.01523	Recall: 0.00450	F1: 0.00695	F2: 0.00524
	Total predictions: 13000	True positives:    9	False positives:  582	False negatives: 1991	True negatives: 10418

['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'director_fees']
	Accuracy: 0.27346	Precision: 0.16891	Recall: 0.94950	F1: 0.28679	F2: 0.49343
	Total predictions: 13000	True positives: 1899	False positives: 9344	False negatives:  101	True negatives: 1656

['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees']
	Accuracy: 0.18138	Precision: 0.15265	Recall: 0.94950	F1: 0.26302	F2: 0.46453
	Total predictions: 13000	True positives: 1899	False positives: 10541	False negatives:  101	True negatives:  459

['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'bonus']
GaussianNB()
['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'bonus']
	Accuracy: 0.81731	Precision: 0.33093	Recall: 0.18350	F1: 0.23609	F2: 0.20145
	Total predictions: 13000	True positives:  367	False positives:  742	False negatives: 1633	True negatives: 10258

['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'total_stock_value']
	Accuracy: 0.84271	Precision: 0.41735	Recall: 0.25500	F1: 0.31657	F2: 0.27651
	Total predictions: 14000	True positives:  510	False positives:  712	False negatives: 1490	True negatives: 11288

['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'from_poi_to_this_person']
	Accuracy: 0.78033	Precision: 0.04310	Recall: 0.01500	F1: 0.02226	F2: 0.01725
	Total predictions: 12000	True positives:   30	False positives:  666	False negatives: 1970	True negatives: 9334

['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'from_this_person_to_poi']
	Accuracy: 0.77775	Precision: 0.01456	Recall: 0.00500	F1: 0.00744	F2: 0.00576
	Total predictions: 12000	True positives:   10	False positives:  677	False negatives: 1990	True negatives: 9323

['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'restricted_stock']
	Accuracy: 0.80592	Precision: 0.19628	Recall: 0.08450	F1: 0.11814	F2: 0.09536
	Total predictions: 13000	True positives:  169	False positives:  692	False negatives: 1831	True negatives: 10308

['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'salary']
GaussianNB()
['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'salary']
	Accuracy: 0.81362	Precision: 0.26474	Recall: 0.11900	F1: 0.16419	F2: 0.13372
	Total predictions: 13000	True positives:  238	False positives:  661	False negatives: 1762	True negatives: 10339

['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'total_payments']
	Accuracy: 0.82264	Precision: 0.10732	Recall: 0.03300	F1: 0.05048	F2: 0.03831
	Total predictions: 14000	True positives:   66	False positives:  549	False negatives: 1934	True negatives: 11451

['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'exercised_stock_options']
	Accuracy: 0.84143	Precision: 0.41200	Recall: 0.25750	F1: 0.31692	F2: 0.27838
	Total predictions: 14000	True positives:  515	False positives:  735	False negatives: 1485	True negatives: 11265

['poi', 'to_messages', 'expenses', 'from_messages', 'other']
GaussianNB()
['poi', 'to_messages', 'expenses', 'from_messages', 'other']
	Accuracy: 0.78223	Precision: 0.07645	Recall: 0.03750	F1: 0.05032	F2: 0.04175
	Total predictions: 13000	True positives:   75	False positives:  906	False negatives: 1925	True negatives: 10094

['poi', 'to_messages', 'expenses', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'expenses', 'from_messages', 'director_fees']
	Accuracy: 0.30077	Precision: 0.17279	Recall: 0.93600	F1: 0.29173	F2: 0.49697
	Total predictions: 13000	True positives: 1872	False positives: 8962	False negatives:  128	True negatives: 2038

['poi', 'to_messages', 'expenses', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'expenses', 'from_messages', 'resto_dirfees']
	Accuracy: 0.20715	Precision: 0.15379	Recall: 0.92250	F1: 0.26363	F2: 0.46132
	Total predictions: 13000	True positives: 1845	False positives: 10152	False negatives:  155	True negatives:  848

['poi', 'to_messages', 'expenses', 'from_messages', 'bonus']
GaussianNB()
['poi', 'to_messages', 'expenses', 'from_messages', 'bonus']
	Accuracy: 0.79600	Precision: 0.24650	Recall: 0.15850	F1: 0.19294	F2: 0.17069
	Total predictions: 13000	True positives:  317	False positives:  969	False negatives: 1683	True negatives: 10031

['poi', 'to_messages', 'expenses', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'expenses', 'from_messages', 'total_stock_value']
	Accuracy: 0.86421	Precision: 0.54783	Recall: 0.28350	F1: 0.37364	F2: 0.31378
	Total predictions: 14000	True positives:  567	False positives:  468	False negatives: 1433	True negatives: 11532

['poi', 'to_messages', 'expenses', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'expenses', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.74192	Precision: 0.14544	Recall: 0.11250	F1: 0.12687	F2: 0.11784
	Total predictions: 12000	True positives:  225	False positives: 1322	False negatives: 1775	True negatives: 8678

['poi', 'to_messages', 'expenses', 'from_messages', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'expenses', 'from_messages', 'from_this_person_to_poi']
	Accuracy: 0.75075	Precision: 0.08880	Recall: 0.05350	F1: 0.06677	F2: 0.05812
	Total predictions: 12000	True positives:  107	False positives: 1098	False negatives: 1893	True negatives: 8902

['poi', 'to_messages', 'expenses', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'expenses', 'from_messages', 'restricted_stock']
	Accuracy: 0.81031	Precision: 0.23879	Recall: 0.10650	F1: 0.14730	F2: 0.11977
	Total predictions: 13000	True positives:  213	False positives:  679	False negatives: 1787	True negatives: 10321

['poi', 'to_messages', 'expenses', 'from_messages', 'salary']
GaussianNB()
['poi', 'to_messages', 'expenses', 'from_messages', 'salary']
	Accuracy: 0.78785	Precision: 0.23570	Recall: 0.16900	F1: 0.19685	F2: 0.17914
	Total predictions: 13000	True positives:  338	False positives: 1096	False negatives: 1662	True negatives: 9904

['poi', 'to_messages', 'expenses', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'expenses', 'from_messages', 'total_payments']
	Accuracy: 0.83307	Precision: 0.18505	Recall: 0.04950	F1: 0.07811	F2: 0.05800
	Total predictions: 14000	True positives:   99	False positives:  436	False negatives: 1901	True negatives: 11564

['poi', 'to_messages', 'expenses', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'expenses', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.85421	Precision: 0.48243	Recall: 0.28150	F1: 0.35554	F2: 0.30708
	Total predictions: 14000	True positives:  563	False positives:  604	False negatives: 1437	True negatives: 11396

['poi', 'to_messages', 'expenses', 'other', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'expenses', 'other', 'director_fees']
	Accuracy: 0.25479	Precision: 0.14936	Recall: 0.89800	F1: 0.25611	F2: 0.44844
	Total predictions: 14000	True positives: 1796	False positives: 10229	False negatives:  204	True negatives: 1771

['poi', 'to_messages', 'expenses', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'expenses', 'other', 'resto_dirfees']
	Accuracy: 0.17231	Precision: 0.14483	Recall: 0.89300	F1: 0.24923	F2: 0.43921
	Total predictions: 13000	True positives: 1786	False positives: 10546	False negatives:  214	True negatives:  454

['poi', 'to_messages', 'expenses', 'other', 'bonus']
GaussianNB()
['poi', 'to_messages', 'expenses', 'other', 'bonus']
	Accuracy: 0.81569	Precision: 0.21714	Recall: 0.07600	F1: 0.11259	F2: 0.08736
	Total predictions: 13000	True positives:  152	False positives:  548	False negatives: 1848	True negatives: 10452

['poi', 'to_messages', 'expenses', 'other', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'expenses', 'other', 'total_stock_value']
	Accuracy: 0.84650	Precision: 0.41524	Recall: 0.18250	F1: 0.25356	F2: 0.20554
	Total predictions: 14000	True positives:  365	False positives:  514	False negatives: 1635	True negatives: 11486

['poi', 'to_messages', 'expenses', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'expenses', 'other', 'from_poi_to_this_person']
	Accuracy: 0.81108	Precision: 0.01899	Recall: 0.00450	F1: 0.00728	F2: 0.00531
	Total predictions: 13000	True positives:    9	False positives:  465	False negatives: 1991	True negatives: 10535

['poi', 'to_messages', 'expenses', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'expenses', 'other', 'from_this_person_to_poi']
	Accuracy: 0.80254	Precision: 0.01868	Recall: 0.00550	F1: 0.00850	F2: 0.00640
	Total predictions: 13000	True positives:   11	False positives:  578	False negatives: 1989	True negatives: 10422

['poi', 'to_messages', 'expenses', 'other', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'expenses', 'other', 'restricted_stock']
	Accuracy: 0.81786	Precision: 0.13816	Recall: 0.05250	F1: 0.07609	F2: 0.05993
	Total predictions: 14000	True positives:  105	False positives:  655	False negatives: 1895	True negatives: 11345

['poi', 'to_messages', 'expenses', 'other', 'salary']
GaussianNB()
['poi', 'to_messages', 'expenses', 'other', 'salary']
	Accuracy: 0.82100	Precision: 0.19890	Recall: 0.05400	F1: 0.08494	F2: 0.06321
	Total predictions: 13000	True positives:  108	False positives:  435	False negatives: 1892	True negatives: 10565

['poi', 'to_messages', 'expenses', 'other', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'expenses', 'other', 'total_payments']
	Accuracy: 0.82321	Precision: 0.02405	Recall: 0.00600	F1: 0.00960	F2: 0.00706
	Total predictions: 14000	True positives:   12	False positives:  487	False negatives: 1988	True negatives: 11513

['poi', 'to_messages', 'expenses', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'expenses', 'other', 'exercised_stock_options']
	Accuracy: 0.84450	Precision: 0.40090	Recall: 0.17900	F1: 0.24749	F2: 0.20128
	Total predictions: 14000	True positives:  358	False positives:  535	False negatives: 1642	True negatives: 11465

['poi', 'to_messages', 'expenses', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'expenses', 'director_fees', 'resto_dirfees']
	Accuracy: 0.28069	Precision: 0.17620	Recall: 1.00000	F1: 0.29960	F2: 0.51677
	Total predictions: 13000	True positives: 2000	False positives: 9351	False negatives:    0	True negatives: 1649

['poi', 'to_messages', 'expenses', 'director_fees', 'bonus']
GaussianNB()
['poi', 'to_messages', 'expenses', 'director_fees', 'bonus']
	Accuracy: 0.28162	Precision: 0.17610	Recall: 0.99750	F1: 0.29935	F2: 0.51606
	Total predictions: 13000	True positives: 1995	False positives: 9334	False negatives:    5	True negatives: 1666

['poi', 'to_messages', 'expenses', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'expenses', 'director_fees', 'total_stock_value']
	Accuracy: 0.24667	Precision: 0.14488	Recall: 0.94850	F1: 0.25136	F2: 0.44965
	Total predictions: 15000	True positives: 1897	False positives: 11197	False negatives:  103	True negatives: 1803

['poi', 'to_messages', 'expenses', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'expenses', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.27954	Precision: 0.17470	Recall: 0.98900	F1: 0.29695	F2: 0.51185
	Total predictions: 13000	True positives: 1978	False positives: 9344	False negatives:   22	True negatives: 1656

['poi', 'to_messages', 'expenses', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'expenses', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.27369	Precision: 0.16562	Recall: 0.92150	F1: 0.28077	F2: 0.48175
	Total predictions: 13000	True positives: 1843	False positives: 9285	False negatives:  157	True negatives: 1715

['poi', 'to_messages', 'expenses', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'expenses', 'director_fees', 'restricted_stock']
	Accuracy: 0.25943	Precision: 0.15524	Recall: 0.94200	F1: 0.26655	F2: 0.46782
	Total predictions: 14000	True positives: 1884	False positives: 10252	False negatives:  116	True negatives: 1748

['poi', 'to_messages', 'expenses', 'director_fees', 'salary']
GaussianNB()
['poi', 'to_messages', 'expenses', 'director_fees', 'salary']
	Accuracy: 0.25557	Precision: 0.15534	Recall: 0.94900	F1: 0.26699	F2: 0.46938
	Total predictions: 14000	True positives: 1898	False positives: 10320	False negatives:  102	True negatives: 1680

['poi', 'to_messages', 'expenses', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'expenses', 'director_fees', 'total_payments']
	Accuracy: 0.43986	Precision: 0.18759	Recall: 0.87700	F1: 0.30907	F2: 0.50548
	Total predictions: 14000	True positives: 1754	False positives: 7596	False negatives:  246	True negatives: 4404

['poi', 'to_messages', 'expenses', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'expenses', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.25586	Precision: 0.15506	Recall: 0.94600	F1: 0.26644	F2: 0.46827
	Total predictions: 14000	True positives: 1892	False positives: 10310	False negatives:  108	True negatives: 1690

['poi', 'to_messages', 'expenses', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'to_messages', 'expenses', 'resto_dirfees', 'bonus']
	Accuracy: 0.18800	Precision: 0.15923	Recall: 0.99950	F1: 0.27470	F2: 0.48628
	Total predictions: 13000	True positives: 1999	False positives: 10555	False negatives:    1	True negatives:  445

['poi', 'to_messages', 'expenses', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'expenses', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.20150	Precision: 0.14513	Recall: 0.93850	F1: 0.25139	F2: 0.44834
	Total predictions: 14000	True positives: 1877	False positives: 11056	False negatives:  123	True negatives:  944

['poi', 'to_messages', 'expenses', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'expenses', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.18654	Precision: 0.15736	Recall: 0.98450	F1: 0.27134	F2: 0.47994
	Total predictions: 13000	True positives: 1969	False positives: 10544	False negatives:   31	True negatives:  456

['poi', 'to_messages', 'expenses', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'expenses', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.17823	Precision: 0.14849	Recall: 0.91700	F1: 0.25559	F2: 0.45059
	Total predictions: 13000	True positives: 1834	False positives: 10517	False negatives:  166	True negatives:  483

['poi', 'to_messages', 'expenses', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'expenses', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.16950	Precision: 0.14188	Recall: 0.95350	F1: 0.24700	F2: 0.44471
	Total predictions: 14000	True positives: 1907	False positives: 11534	False negatives:   93	True negatives:  466

['poi', 'to_messages', 'expenses', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'to_messages', 'expenses', 'resto_dirfees', 'salary']
	Accuracy: 0.17954	Precision: 0.15325	Recall: 0.95750	F1: 0.26421	F2: 0.46716
	Total predictions: 13000	True positives: 1915	False positives: 10581	False negatives:   85	True negatives:  419

['poi', 'to_messages', 'expenses', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'expenses', 'resto_dirfees', 'total_payments']
	Accuracy: 0.21679	Precision: 0.13315	Recall: 0.81350	F1: 0.22885	F2: 0.40234
	Total predictions: 14000	True positives: 1627	False positives: 10592	False negatives:  373	True negatives: 1408

['poi', 'to_messages', 'expenses', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'expenses', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.19336	Precision: 0.14436	Recall: 0.94300	F1: 0.25038	F2: 0.44766
	Total predictions: 14000	True positives: 1886	False positives: 11179	False negatives:  114	True negatives:  821

['poi', 'to_messages', 'expenses', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'expenses', 'bonus', 'total_stock_value']
	Accuracy: 0.84179	Precision: 0.41434	Recall: 0.26000	F1: 0.31951	F2: 0.28093
	Total predictions: 14000	True positives:  520	False positives:  735	False negatives: 1480	True negatives: 11265

['poi', 'to_messages', 'expenses', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'expenses', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.83185	Precision: 0.39913	Recall: 0.18400	F1: 0.25188	F2: 0.20623
	Total predictions: 13000	True positives:  368	False positives:  554	False negatives: 1632	True negatives: 10446

['poi', 'to_messages', 'expenses', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'expenses', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.82200	Precision: 0.31130	Recall: 0.12950	F1: 0.18291	F2: 0.14663
	Total predictions: 13000	True positives:  259	False positives:  573	False negatives: 1741	True negatives: 10427

['poi', 'to_messages', 'expenses', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'expenses', 'bonus', 'restricted_stock']
	Accuracy: 0.82229	Precision: 0.27154	Recall: 0.14500	F1: 0.18905	F2: 0.15990
	Total predictions: 14000	True positives:  290	False positives:  778	False negatives: 1710	True negatives: 11222

['poi', 'to_messages', 'expenses', 'bonus', 'salary']
GaussianNB()
['poi', 'to_messages', 'expenses', 'bonus', 'salary']
	Accuracy: 0.82162	Precision: 0.35354	Recall: 0.19250	F1: 0.24927	F2: 0.21179
	Total predictions: 13000	True positives:  385	False positives:  704	False negatives: 1615	True negatives: 10296

['poi', 'to_messages', 'expenses', 'bonus', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'expenses', 'bonus', 'total_payments']
	Accuracy: 0.82793	Precision: 0.21075	Recall: 0.07450	F1: 0.11008	F2: 0.08556
	Total predictions: 14000	True positives:  149	False positives:  558	False negatives: 1851	True negatives: 11442

['poi', 'to_messages', 'expenses', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'expenses', 'bonus', 'exercised_stock_options']
	Accuracy: 0.84471	Precision: 0.42701	Recall: 0.25450	F1: 0.31892	F2: 0.27687
	Total predictions: 14000	True positives:  509	False positives:  683	False negatives: 1491	True negatives: 11317

['poi', 'to_messages', 'expenses', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'expenses', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.86693	Precision: 0.56871	Recall: 0.28350	F1: 0.37838	F2: 0.31511
	Total predictions: 14000	True positives:  567	False positives:  430	False negatives: 1433	True negatives: 11570

['poi', 'to_messages', 'expenses', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'expenses', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.86721	Precision: 0.57100	Recall: 0.28350	F1: 0.37888	F2: 0.31525
	Total predictions: 14000	True positives:  567	False positives:  426	False negatives: 1433	True negatives: 11574

['poi', 'to_messages', 'expenses', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'expenses', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.85957	Precision: 0.51628	Recall: 0.26950	F1: 0.35414	F2: 0.29799
	Total predictions: 14000	True positives:  539	False positives:  505	False negatives: 1461	True negatives: 11495

['poi', 'to_messages', 'expenses', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'to_messages', 'expenses', 'total_stock_value', 'salary']
	Accuracy: 0.85236	Precision: 0.46825	Recall: 0.24700	F1: 0.32340	F2: 0.27278
	Total predictions: 14000	True positives:  494	False positives:  561	False negatives: 1506	True negatives: 11439

['poi', 'to_messages', 'expenses', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'expenses', 'total_stock_value', 'total_payments']
	Accuracy: 0.84947	Precision: 0.36756	Recall: 0.17900	F1: 0.24075	F2: 0.19947
	Total predictions: 15000	True positives:  358	False positives:  616	False negatives: 1642	True negatives: 12384

['poi', 'to_messages', 'expenses', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'expenses', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.85143	Precision: 0.46705	Recall: 0.28350	F1: 0.35283	F2: 0.30768
	Total predictions: 14000	True positives:  567	False positives:  647	False negatives: 1433	True negatives: 11353

['poi', 'to_messages', 'expenses', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'expenses', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.79167	Precision: 0.03532	Recall: 0.00950	F1: 0.01497	F2: 0.01113
	Total predictions: 12000	True positives:   19	False positives:  519	False negatives: 1981	True negatives: 9481

['poi', 'to_messages', 'expenses', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'expenses', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.81762	Precision: 0.23309	Recall: 0.08100	F1: 0.12022	F2: 0.09316
	Total predictions: 13000	True positives:  162	False positives:  533	False negatives: 1838	True negatives: 10467

['poi', 'to_messages', 'expenses', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'to_messages', 'expenses', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.81592	Precision: 0.27440	Recall: 0.11950	F1: 0.16649	F2: 0.13471
	Total predictions: 13000	True positives:  239	False positives:  632	False negatives: 1761	True negatives: 10368

['poi', 'to_messages', 'expenses', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'expenses', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.83229	Precision: 0.09535	Recall: 0.02050	F1: 0.03374	F2: 0.02432
	Total predictions: 14000	True positives:   41	False positives:  389	False negatives: 1959	True negatives: 11611

['poi', 'to_messages', 'expenses', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'expenses', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.85771	Precision: 0.50358	Recall: 0.28100	F1: 0.36072	F2: 0.30825
	Total predictions: 14000	True positives:  562	False positives:  554	False negatives: 1438	True negatives: 11446

['poi', 'to_messages', 'expenses', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'expenses', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.81700	Precision: 0.21674	Recall: 0.07250	F1: 0.10865	F2: 0.08363
	Total predictions: 13000	True positives:  145	False positives:  524	False negatives: 1855	True negatives: 10476

['poi', 'to_messages', 'expenses', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'to_messages', 'expenses', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.80946	Precision: 0.24762	Recall: 0.11700	F1: 0.15891	F2: 0.13080
	Total predictions: 13000	True positives:  234	False positives:  711	False negatives: 1766	True negatives: 10289

['poi', 'to_messages', 'expenses', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'expenses', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.83079	Precision: 0.08725	Recall: 0.01950	F1: 0.03188	F2: 0.02309
	Total predictions: 14000	True positives:   39	False positives:  408	False negatives: 1961	True negatives: 11592

['poi', 'to_messages', 'expenses', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'expenses', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.85950	Precision: 0.51515	Recall: 0.28050	F1: 0.36322	F2: 0.30861
	Total predictions: 14000	True positives:  561	False positives:  528	False negatives: 1439	True negatives: 11472

['poi', 'to_messages', 'expenses', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'to_messages', 'expenses', 'restricted_stock', 'salary']
	Accuracy: 0.82564	Precision: 0.25473	Recall: 0.11450	F1: 0.15799	F2: 0.12867
	Total predictions: 14000	True positives:  229	False positives:  670	False negatives: 1771	True negatives: 11330

['poi', 'to_messages', 'expenses', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'expenses', 'restricted_stock', 'total_payments']
	Accuracy: 0.83036	Precision: 0.21198	Recall: 0.06900	F1: 0.10411	F2: 0.07976
	Total predictions: 14000	True positives:  138	False positives:  513	False negatives: 1862	True negatives: 11487

['poi', 'to_messages', 'expenses', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'expenses', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.85564	Precision: 0.49045	Recall: 0.26950	F1: 0.34785	F2: 0.29619
	Total predictions: 14000	True positives:  539	False positives:  560	False negatives: 1461	True negatives: 11440

['poi', 'to_messages', 'expenses', 'salary', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'expenses', 'salary', 'total_payments']
	Accuracy: 0.83586	Precision: 0.21236	Recall: 0.05500	F1: 0.08737	F2: 0.06457
	Total predictions: 14000	True positives:  110	False positives:  408	False negatives: 1890	True negatives: 11592

['poi', 'to_messages', 'expenses', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'expenses', 'salary', 'exercised_stock_options']
	Accuracy: 0.85379	Precision: 0.47712	Recall: 0.24500	F1: 0.32375	F2: 0.27141
	Total predictions: 14000	True positives:  490	False positives:  537	False negatives: 1510	True negatives: 11463

['poi', 'to_messages', 'expenses', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'expenses', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85387	Precision: 0.39474	Recall: 0.18000	F1: 0.24725	F2: 0.20197
	Total predictions: 15000	True positives:  360	False positives:  552	False negatives: 1640	True negatives: 12448

['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred']
	Accuracy: 0.29485	Precision: 0.17910	Recall: 1.00000	F1: 0.30379	F2: 0.52173
	Total predictions: 13000	True positives: 2000	False positives: 9167	False negatives:    0	True negatives: 1833

['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi']
	Accuracy: 0.81233	Precision: 0.39100	Recall: 0.22600	F1: 0.28644	F2: 0.24683
	Total predictions: 12000	True positives:  452	False positives:  704	False negatives: 1548	True negatives: 9296

['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'from_messages']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'from_messages']
	Accuracy: 0.82567	Precision: 0.46154	Recall: 0.27600	F1: 0.34543	F2: 0.30013
	Total predictions: 12000	True positives:  552	False positives:  644	False negatives: 1448	True negatives: 9356

['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'other']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'other']
	Accuracy: 0.82946	Precision: 0.36621	Recall: 0.14850	F1: 0.21131	F2: 0.16854
	Total predictions: 13000	True positives:  297	False positives:  514	False negatives: 1703	True negatives: 10486

['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'director_fees']
	Accuracy: 0.28808	Precision: 0.17724	Recall: 0.99600	F1: 0.30093	F2: 0.51770
	Total predictions: 13000	True positives: 1992	False positives: 9247	False negatives:    8	True negatives: 1753

['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'resto_dirfees']
	Accuracy: 0.20492	Precision: 0.17324	Recall: 0.99950	F1: 0.29530	F2: 0.51154
	Total predictions: 12000	True positives: 1999	False positives: 9540	False negatives:    1	True negatives:  460

['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'bonus']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'bonus']
	Accuracy: 0.85669	Precision: 0.54967	Recall: 0.37900	F1: 0.44865	F2: 0.40409
	Total predictions: 13000	True positives:  758	False positives:  621	False negatives: 1242	True negatives: 10379

['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'total_stock_value']
	Accuracy: 0.85236	Precision: 0.47685	Recall: 0.34500	F1: 0.40035	F2: 0.36520
	Total predictions: 14000	True positives:  690	False positives:  757	False negatives: 1310	True negatives: 11243

['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person']
	Accuracy: 0.82650	Precision: 0.46218	Recall: 0.25050	F1: 0.32490	F2: 0.27576
	Total predictions: 12000	True positives:  501	False positives:  583	False negatives: 1499	True negatives: 9417

['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'from_this_person_to_poi']
	Accuracy: 0.80917	Precision: 0.37325	Recall: 0.21350	F1: 0.27163	F2: 0.23349
	Total predictions: 12000	True positives:  427	False positives:  717	False negatives: 1573	True negatives: 9283

['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'restricted_stock']
	Accuracy: 0.84479	Precision: 0.43947	Recall: 0.31400	F1: 0.36629	F2: 0.33302
	Total predictions: 14000	True positives:  628	False positives:  801	False negatives: 1372	True negatives: 11199

['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'salary']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'salary']
	Accuracy: 0.84454	Precision: 0.49124	Recall: 0.29450	F1: 0.36824	F2: 0.32014
	Total predictions: 13000	True positives:  589	False positives:  610	False negatives: 1411	True negatives: 10390

['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'total_payments']
	Accuracy: 0.83664	Precision: 0.35945	Recall: 0.18350	F1: 0.24297	F2: 0.20341
	Total predictions: 14000	True positives:  367	False positives:  654	False negatives: 1633	True negatives: 11346

['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'exercised_stock_options']
	Accuracy: 0.85336	Precision: 0.48018	Recall: 0.32100	F1: 0.38478	F2: 0.34379
	Total predictions: 14000	True positives:  642	False positives:  695	False negatives: 1358	True negatives: 11305

['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi']
	Accuracy: 0.31400	Precision: 0.19325	Recall: 0.98150	F1: 0.32291	F2: 0.54053
	Total predictions: 12000	True positives: 1963	False positives: 8195	False negatives:   37	True negatives: 1805

['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'from_messages']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'from_messages']
	Accuracy: 0.33875	Precision: 0.19315	Recall: 0.93400	F1: 0.32011	F2: 0.52855
	Total predictions: 12000	True positives: 1868	False positives: 7803	False negatives:  132	True negatives: 2197

['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'other']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'other']
	Accuracy: 0.28262	Precision: 0.17053	Recall: 0.94800	F1: 0.28907	F2: 0.49587
	Total predictions: 13000	True positives: 1896	False positives: 9222	False negatives:  104	True negatives: 1778

['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'director_fees']
	Accuracy: 0.40892	Precision: 0.21995	Recall: 1.00000	F1: 0.36059	F2: 0.58503
	Total predictions: 12000	True positives: 2000	False positives: 7093	False negatives:    0	True negatives: 2907

['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees']
	Accuracy: 0.31567	Precision: 0.19585	Recall: 1.00000	F1: 0.32755	F2: 0.54909
	Total predictions: 12000	True positives: 2000	False positives: 8212	False negatives:    0	True negatives: 1788

['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'bonus']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'bonus']
	Accuracy: 0.28438	Precision: 0.17694	Recall: 1.00000	F1: 0.30068	F2: 0.51805
	Total predictions: 13000	True positives: 2000	False positives: 9303	False negatives:    0	True negatives: 1697

['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'total_stock_value']
	Accuracy: 0.26800	Precision: 0.16329	Recall: 1.00000	F1: 0.28074	F2: 0.49388
	Total predictions: 14000	True positives: 2000	False positives: 10248	False negatives:    0	True negatives: 1752

['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'from_poi_to_this_person']
	Accuracy: 0.31683	Precision: 0.19612	Recall: 1.00000	F1: 0.32792	F2: 0.54951
	Total predictions: 12000	True positives: 2000	False positives: 8198	False negatives:    0	True negatives: 1802

['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'from_this_person_to_poi']
	Accuracy: 0.30958	Precision: 0.18685	Recall: 0.93750	F1: 0.31159	F2: 0.51982
	Total predictions: 12000	True positives: 1875	False positives: 8160	False negatives:  125	True negatives: 1840

['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'restricted_stock']
	Accuracy: 0.28546	Precision: 0.17653	Recall: 0.99450	F1: 0.29984	F2: 0.51617
	Total predictions: 13000	True positives: 1989	False positives: 9278	False negatives:   11	True negatives: 1722

['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'salary']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'salary']
	Accuracy: 0.28362	Precision: 0.17610	Recall: 0.99400	F1: 0.29919	F2: 0.51532
	Total predictions: 13000	True positives: 1988	False positives: 9301	False negatives:   12	True negatives: 1699

['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'total_payments']
	Accuracy: 0.25421	Precision: 0.15431	Recall: 0.94200	F1: 0.26518	F2: 0.46613
	Total predictions: 14000	True positives: 1884	False positives: 10325	False negatives:  116	True negatives: 1675

['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'exercised_stock_options']
	Accuracy: 0.26814	Precision: 0.16326	Recall: 0.99950	F1: 0.28068	F2: 0.49373
	Total predictions: 14000	True positives: 1999	False positives: 10245	False negatives:    1	True negatives: 1755

['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'from_messages']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'from_messages']
	Accuracy: 0.79927	Precision: 0.38393	Recall: 0.17200	F1: 0.23757	F2: 0.19335
	Total predictions: 11000	True positives:  344	False positives:  552	False negatives: 1656	True negatives: 8448

['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'other']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'other']
	Accuracy: 0.81362	Precision: 0.24239	Recall: 0.09950	F1: 0.14108	F2: 0.11280
	Total predictions: 13000	True positives:  199	False positives:  622	False negatives: 1801	True negatives: 10378

['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'director_fees']
	Accuracy: 0.30317	Precision: 0.18685	Recall: 0.94900	F1: 0.31222	F2: 0.52263
	Total predictions: 12000	True positives: 1898	False positives: 8260	False negatives:  102	True negatives: 1740

['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees']
	Accuracy: 0.21709	Precision: 0.18628	Recall: 0.98150	F1: 0.31313	F2: 0.52945
	Total predictions: 11000	True positives: 1963	False positives: 8575	False negatives:   37	True negatives:  425

['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'bonus']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'bonus']
	Accuracy: 0.83483	Precision: 0.50732	Recall: 0.31200	F1: 0.38638	F2: 0.33803
	Total predictions: 12000	True positives:  624	False positives:  606	False negatives: 1376	True negatives: 9394

['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value']
	Accuracy: 0.83529	Precision: 0.39908	Recall: 0.30250	F1: 0.34414	F2: 0.31789
	Total predictions: 14000	True positives:  605	False positives:  911	False negatives: 1395	True negatives: 11089

['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'from_poi_to_this_person']
	Accuracy: 0.78891	Precision: 0.31103	Recall: 0.13250	F1: 0.18583	F2: 0.14968
	Total predictions: 11000	True positives:  265	False positives:  587	False negatives: 1735	True negatives: 8413

['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'from_this_person_to_poi']
	Accuracy: 0.78845	Precision: 0.30922	Recall: 0.13250	F1: 0.18551	F2: 0.14960
	Total predictions: 11000	True positives:  265	False positives:  592	False negatives: 1735	True negatives: 8408

['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'restricted_stock']
	Accuracy: 0.81108	Precision: 0.32857	Recall: 0.21850	F1: 0.26246	F2: 0.23419
	Total predictions: 13000	True positives:  437	False positives:  893	False negatives: 1563	True negatives: 10107

['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'salary']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'salary']
	Accuracy: 0.83069	Precision: 0.41299	Recall: 0.23850	F1: 0.30238	F2: 0.26051
	Total predictions: 13000	True positives:  477	False positives:  678	False negatives: 1523	True negatives: 10322

['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'total_payments']
	Accuracy: 0.83429	Precision: 0.31308	Recall: 0.13400	F1: 0.18768	F2: 0.15131
	Total predictions: 14000	True positives:  268	False positives:  588	False negatives: 1732	True negatives: 11412

['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'exercised_stock_options']
	Accuracy: 0.84864	Precision: 0.45679	Recall: 0.31450	F1: 0.37252	F2: 0.33540
	Total predictions: 14000	True positives:  629	False positives:  748	False negatives: 1371	True negatives: 11252

['poi', 'to_messages', 'deferred_income', 'from_messages', 'other']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'from_messages', 'other']
	Accuracy: 0.81877	Precision: 0.27916	Recall: 0.11250	F1: 0.16037	F2: 0.12775
	Total predictions: 13000	True positives:  225	False positives:  581	False negatives: 1775	True negatives: 10419

['poi', 'to_messages', 'deferred_income', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'from_messages', 'director_fees']
	Accuracy: 0.33517	Precision: 0.19154	Recall: 0.92800	F1: 0.31754	F2: 0.52459
	Total predictions: 12000	True positives: 1856	False positives: 7834	False negatives:  144	True negatives: 2166

['poi', 'to_messages', 'deferred_income', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'from_messages', 'resto_dirfees']
	Accuracy: 0.24391	Precision: 0.18525	Recall: 0.92950	F1: 0.30893	F2: 0.51539
	Total predictions: 11000	True positives: 1859	False positives: 8176	False negatives:  141	True negatives:  824

['poi', 'to_messages', 'deferred_income', 'from_messages', 'bonus']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'from_messages', 'bonus']
	Accuracy: 0.84917	Precision: 0.58092	Recall: 0.34100	F1: 0.42974	F2: 0.37170
	Total predictions: 12000	True positives:  682	False positives:  492	False negatives: 1318	True negatives: 9508

['poi', 'to_messages', 'deferred_income', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'from_messages', 'total_stock_value']
	Accuracy: 0.85693	Precision: 0.49890	Recall: 0.34050	F1: 0.40475	F2: 0.36359
	Total predictions: 14000	True positives:  681	False positives:  684	False negatives: 1319	True negatives: 11316

['poi', 'to_messages', 'deferred_income', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.80036	Precision: 0.39394	Recall: 0.18200	F1: 0.24897	F2: 0.20394
	Total predictions: 11000	True positives:  364	False positives:  560	False negatives: 1636	True negatives: 8440

['poi', 'to_messages', 'deferred_income', 'from_messages', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'from_messages', 'from_this_person_to_poi']
	Accuracy: 0.75618	Precision: 0.27083	Recall: 0.20150	F1: 0.23108	F2: 0.21237
	Total predictions: 11000	True positives:  403	False positives: 1085	False negatives: 1597	True negatives: 7915

['poi', 'to_messages', 'deferred_income', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'from_messages', 'restricted_stock']
	Accuracy: 0.83392	Precision: 0.42908	Recall: 0.24050	F1: 0.30823	F2: 0.26368
	Total predictions: 13000	True positives:  481	False positives:  640	False negatives: 1519	True negatives: 10360

['poi', 'to_messages', 'deferred_income', 'from_messages', 'salary']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'from_messages', 'salary']
	Accuracy: 0.84508	Precision: 0.49420	Recall: 0.29800	F1: 0.37180	F2: 0.32370
	Total predictions: 13000	True positives:  596	False positives:  610	False negatives: 1404	True negatives: 10390

['poi', 'to_messages', 'deferred_income', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'from_messages', 'total_payments']
	Accuracy: 0.84221	Precision: 0.36688	Recall: 0.14400	F1: 0.20682	F2: 0.16392
	Total predictions: 14000	True positives:  288	False positives:  497	False negatives: 1712	True negatives: 11503

['poi', 'to_messages', 'deferred_income', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.86057	Precision: 0.51739	Recall: 0.35700	F1: 0.42249	F2: 0.38060
	Total predictions: 14000	True positives:  714	False positives:  666	False negatives: 1286	True negatives: 11334

['poi', 'to_messages', 'deferred_income', 'other', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'other', 'director_fees']
	Accuracy: 0.28008	Precision: 0.16926	Recall: 0.94150	F1: 0.28693	F2: 0.49229
	Total predictions: 13000	True positives: 1883	False positives: 9242	False negatives:  117	True negatives: 1758

['poi', 'to_messages', 'deferred_income', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'other', 'resto_dirfees']
	Accuracy: 0.18208	Precision: 0.15220	Recall: 0.94450	F1: 0.26216	F2: 0.46274
	Total predictions: 13000	True positives: 1889	False positives: 10522	False negatives:  111	True negatives:  478

['poi', 'to_messages', 'deferred_income', 'other', 'bonus']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'other', 'bonus']
	Accuracy: 0.83846	Precision: 0.44541	Recall: 0.20400	F1: 0.27984	F2: 0.22880
	Total predictions: 13000	True positives:  408	False positives:  508	False negatives: 1592	True negatives: 10492

['poi', 'to_messages', 'deferred_income', 'other', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'other', 'total_stock_value']
	Accuracy: 0.85627	Precision: 0.43182	Recall: 0.24700	F1: 0.31425	F2: 0.27012
	Total predictions: 15000	True positives:  494	False positives:  650	False negatives: 1506	True negatives: 12350

['poi', 'to_messages', 'deferred_income', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'other', 'from_poi_to_this_person']
	Accuracy: 0.81708	Precision: 0.26316	Recall: 0.10500	F1: 0.15011	F2: 0.11935
	Total predictions: 13000	True positives:  210	False positives:  588	False negatives: 1790	True negatives: 10412

['poi', 'to_messages', 'deferred_income', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'other', 'from_this_person_to_poi']
	Accuracy: 0.80900	Precision: 0.23077	Recall: 0.10350	F1: 0.14291	F2: 0.11633
	Total predictions: 13000	True positives:  207	False positives:  690	False negatives: 1793	True negatives: 10310

['poi', 'to_messages', 'deferred_income', 'other', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'other', 'restricted_stock']
	Accuracy: 0.83729	Precision: 0.36210	Recall: 0.18250	F1: 0.24269	F2: 0.20260
	Total predictions: 14000	True positives:  365	False positives:  643	False negatives: 1635	True negatives: 11357

['poi', 'to_messages', 'deferred_income', 'other', 'salary']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'other', 'salary']
	Accuracy: 0.83162	Precision: 0.39225	Recall: 0.17200	F1: 0.23914	F2: 0.19376
	Total predictions: 13000	True positives:  344	False positives:  533	False negatives: 1656	True negatives: 10467

['poi', 'to_messages', 'deferred_income', 'other', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'other', 'total_payments']
	Accuracy: 0.83114	Precision: 0.28282	Recall: 0.11850	F1: 0.16702	F2: 0.13408
	Total predictions: 14000	True positives:  237	False positives:  601	False negatives: 1763	True negatives: 11399

['poi', 'to_messages', 'deferred_income', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'other', 'exercised_stock_options']
	Accuracy: 0.85164	Precision: 0.46419	Recall: 0.24950	F1: 0.32455	F2: 0.27493
	Total predictions: 14000	True positives:  499	False positives:  576	False negatives: 1501	True negatives: 11424

['poi', 'to_messages', 'deferred_income', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'director_fees', 'resto_dirfees']
	Accuracy: 0.30833	Precision: 0.19417	Recall: 1.00000	F1: 0.32520	F2: 0.54645
	Total predictions: 12000	True positives: 2000	False positives: 8300	False negatives:    0	True negatives: 1700

['poi', 'to_messages', 'deferred_income', 'director_fees', 'bonus']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'director_fees', 'bonus']
	Accuracy: 0.28931	Precision: 0.17795	Recall: 1.00000	F1: 0.30214	F2: 0.51978
	Total predictions: 13000	True positives: 2000	False positives: 9239	False negatives:    0	True negatives: 1761

['poi', 'to_messages', 'deferred_income', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'director_fees', 'total_stock_value']
	Accuracy: 0.25487	Precision: 0.15130	Recall: 0.99550	F1: 0.26268	F2: 0.47049
	Total predictions: 15000	True positives: 1991	False positives: 11168	False negatives:    9	True negatives: 1832

['poi', 'to_messages', 'deferred_income', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.30942	Precision: 0.19377	Recall: 0.99450	F1: 0.32434	F2: 0.54448
	Total predictions: 12000	True positives: 1989	False positives: 8276	False negatives:   11	True negatives: 1724

['poi', 'to_messages', 'deferred_income', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.30483	Precision: 0.18467	Recall: 0.92850	F1: 0.30806	F2: 0.51423
	Total predictions: 12000	True positives: 1857	False positives: 8199	False negatives:  143	True negatives: 1801

['poi', 'to_messages', 'deferred_income', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'director_fees', 'restricted_stock']
	Accuracy: 0.26407	Precision: 0.16179	Recall: 0.99300	F1: 0.27825	F2: 0.48977
	Total predictions: 14000	True positives: 1986	False positives: 10289	False negatives:   14	True negatives: 1711

['poi', 'to_messages', 'deferred_income', 'director_fees', 'salary']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'director_fees', 'salary']
	Accuracy: 0.28046	Precision: 0.17500	Recall: 0.99000	F1: 0.29743	F2: 0.51258
	Total predictions: 13000	True positives: 1980	False positives: 9334	False negatives:   20	True negatives: 1666

['poi', 'to_messages', 'deferred_income', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'director_fees', 'total_payments']
	Accuracy: 0.63714	Precision: 0.17428	Recall: 0.41200	F1: 0.24495	F2: 0.32370
	Total predictions: 14000	True positives:  824	False positives: 3904	False negatives: 1176	True negatives: 8096

['poi', 'to_messages', 'deferred_income', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.26457	Precision: 0.16221	Recall: 0.99600	F1: 0.27899	F2: 0.49112
	Total predictions: 14000	True positives: 1992	False positives: 10288	False negatives:    8	True negatives: 1712

['poi', 'to_messages', 'deferred_income', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'resto_dirfees', 'bonus']
	Accuracy: 0.19908	Precision: 0.17225	Recall: 1.00000	F1: 0.29388	F2: 0.50992
	Total predictions: 12000	True positives: 2000	False positives: 9611	False negatives:    0	True negatives:  389

['poi', 'to_messages', 'deferred_income', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.22850	Precision: 0.14989	Recall: 0.94200	F1: 0.25863	F2: 0.45797
	Total predictions: 14000	True positives: 1884	False positives: 10685	False negatives:  116	True negatives: 1315

['poi', 'to_messages', 'deferred_income', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.21964	Precision: 0.18885	Recall: 0.99900	F1: 0.31765	F2: 0.53767
	Total predictions: 11000	True positives: 1998	False positives: 8582	False negatives:    2	True negatives:  418

['poi', 'to_messages', 'deferred_income', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.21036	Precision: 0.17893	Recall: 0.93150	F1: 0.30019	F2: 0.50592
	Total predictions: 11000	True positives: 1863	False positives: 8549	False negatives:  137	True negatives:  451

['poi', 'to_messages', 'deferred_income', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.18723	Precision: 0.15856	Recall: 0.99450	F1: 0.27351	F2: 0.48408
	Total predictions: 13000	True positives: 1989	False positives: 10555	False negatives:   11	True negatives:  445

['poi', 'to_messages', 'deferred_income', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'resto_dirfees', 'salary']
	Accuracy: 0.18662	Precision: 0.15813	Recall: 0.99150	F1: 0.27276	F2: 0.48272
	Total predictions: 13000	True positives: 1983	False positives: 10557	False negatives:   17	True negatives:  443

['poi', 'to_messages', 'deferred_income', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'resto_dirfees', 'total_payments']
	Accuracy: 0.23200	Precision: 0.14353	Recall: 0.88100	F1: 0.24685	F2: 0.43450
	Total predictions: 14000	True positives: 1762	False positives: 10514	False negatives:  238	True negatives: 1486

['poi', 'to_messages', 'deferred_income', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.22664	Precision: 0.15047	Recall: 0.95000	F1: 0.25979	F2: 0.46056
	Total predictions: 14000	True positives: 1900	False positives: 10727	False negatives:  100	True negatives: 1273

['poi', 'to_messages', 'deferred_income', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'bonus', 'total_stock_value']
	Accuracy: 0.85150	Precision: 0.47347	Recall: 0.35250	F1: 0.40413	F2: 0.37148
	Total predictions: 14000	True positives:  705	False positives:  784	False negatives: 1295	True negatives: 11216

['poi', 'to_messages', 'deferred_income', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.85033	Precision: 0.58870	Recall: 0.33850	F1: 0.42984	F2: 0.36995
	Total predictions: 12000	True positives:  677	False positives:  473	False negatives: 1323	True negatives: 9527

['poi', 'to_messages', 'deferred_income', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.84392	Precision: 0.55296	Recall: 0.33150	F1: 0.41450	F2: 0.36037
	Total predictions: 12000	True positives:  663	False positives:  536	False negatives: 1337	True negatives: 9464

['poi', 'to_messages', 'deferred_income', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'bonus', 'restricted_stock']
	Accuracy: 0.83977	Precision: 0.46868	Recall: 0.31050	F1: 0.37353	F2: 0.33298
	Total predictions: 13000	True positives:  621	False positives:  704	False negatives: 1379	True negatives: 10296

['poi', 'to_messages', 'deferred_income', 'bonus', 'salary']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'bonus', 'salary']
	Accuracy: 0.84769	Precision: 0.50846	Recall: 0.30050	F1: 0.37775	F2: 0.32727
	Total predictions: 13000	True positives:  601	False positives:  581	False negatives: 1399	True negatives: 10419

['poi', 'to_messages', 'deferred_income', 'bonus', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'bonus', 'total_payments']
	Accuracy: 0.85314	Precision: 0.47077	Recall: 0.22550	F1: 0.30494	F2: 0.25173
	Total predictions: 14000	True positives:  451	False positives:  507	False negatives: 1549	True negatives: 11493

['poi', 'to_messages', 'deferred_income', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'bonus', 'exercised_stock_options']
	Accuracy: 0.85714	Precision: 0.50000	Recall: 0.34450	F1: 0.40793	F2: 0.36735
	Total predictions: 14000	True positives:  689	False positives:  689	False negatives: 1311	True negatives: 11311

['poi', 'to_messages', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.85164	Precision: 0.47081	Recall: 0.31050	F1: 0.37421	F2: 0.33319
	Total predictions: 14000	True positives:  621	False positives:  698	False negatives: 1379	True negatives: 11302

['poi', 'to_messages', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.85114	Precision: 0.46804	Recall: 0.30750	F1: 0.37115	F2: 0.33015
	Total predictions: 14000	True positives:  615	False positives:  699	False negatives: 1385	True negatives: 11301

['poi', 'to_messages', 'deferred_income', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.85307	Precision: 0.47881	Recall: 0.32200	F1: 0.38505	F2: 0.34457
	Total predictions: 14000	True positives:  644	False positives:  701	False negatives: 1356	True negatives: 11299

['poi', 'to_messages', 'deferred_income', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'total_stock_value', 'salary']
	Accuracy: 0.85507	Precision: 0.48846	Recall: 0.30700	F1: 0.37703	F2: 0.33164
	Total predictions: 14000	True positives:  614	False positives:  643	False negatives: 1386	True negatives: 11357

['poi', 'to_messages', 'deferred_income', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'total_stock_value', 'total_payments']
	Accuracy: 0.84753	Precision: 0.38970	Recall: 0.25350	F1: 0.30718	F2: 0.27255
	Total predictions: 15000	True positives:  507	False positives:  794	False negatives: 1493	True negatives: 12206

['poi', 'to_messages', 'deferred_income', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.85214	Precision: 0.47535	Recall: 0.33750	F1: 0.39474	F2: 0.35828
	Total predictions: 14000	True positives:  675	False positives:  745	False negatives: 1325	True negatives: 11255

['poi', 'to_messages', 'deferred_income', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.79627	Precision: 0.34689	Recall: 0.13650	F1: 0.19591	F2: 0.15534
	Total predictions: 11000	True positives:  273	False positives:  514	False negatives: 1727	True negatives: 8486

['poi', 'to_messages', 'deferred_income', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.82592	Precision: 0.38575	Recall: 0.22200	F1: 0.28182	F2: 0.24260
	Total predictions: 13000	True positives:  444	False positives:  707	False negatives: 1556	True negatives: 10293

['poi', 'to_messages', 'deferred_income', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.83777	Precision: 0.45147	Recall: 0.25350	F1: 0.32469	F2: 0.27787
	Total predictions: 13000	True positives:  507	False positives:  616	False negatives: 1493	True negatives: 10384

['poi', 'to_messages', 'deferred_income', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.84043	Precision: 0.34646	Recall: 0.13200	F1: 0.19117	F2: 0.15065
	Total predictions: 14000	True positives:  264	False positives:  498	False negatives: 1736	True negatives: 11502

['poi', 'to_messages', 'deferred_income', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.86229	Precision: 0.52917	Recall: 0.32650	F1: 0.40383	F2: 0.35358
	Total predictions: 14000	True positives:  653	False positives:  581	False negatives: 1347	True negatives: 11419

['poi', 'to_messages', 'deferred_income', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.81754	Precision: 0.34829	Recall: 0.21350	F1: 0.26472	F2: 0.23141
	Total predictions: 13000	True positives:  427	False positives:  799	False negatives: 1573	True negatives: 10201

['poi', 'to_messages', 'deferred_income', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.83285	Precision: 0.42445	Recall: 0.24300	F1: 0.30906	F2: 0.26572
	Total predictions: 13000	True positives:  486	False positives:  659	False negatives: 1514	True negatives: 10341

['poi', 'to_messages', 'deferred_income', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.84021	Precision: 0.34305	Recall: 0.12950	F1: 0.18802	F2: 0.14792
	Total predictions: 14000	True positives:  259	False positives:  496	False negatives: 1741	True negatives: 11504

['poi', 'to_messages', 'deferred_income', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.86171	Precision: 0.52602	Recall: 0.32350	F1: 0.40062	F2: 0.35049
	Total predictions: 14000	True positives:  647	False positives:  583	False negatives: 1353	True negatives: 11417

['poi', 'to_messages', 'deferred_income', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'restricted_stock', 'salary']
	Accuracy: 0.84429	Precision: 0.43151	Recall: 0.28350	F1: 0.34218	F2: 0.30438
	Total predictions: 14000	True positives:  567	False positives:  747	False negatives: 1433	True negatives: 11253

['poi', 'to_messages', 'deferred_income', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'restricted_stock', 'total_payments']
	Accuracy: 0.83564	Precision: 0.35459	Recall: 0.18350	F1: 0.24185	F2: 0.20310
	Total predictions: 14000	True positives:  367	False positives:  668	False negatives: 1633	True negatives: 11332

['poi', 'to_messages', 'deferred_income', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.85236	Precision: 0.47549	Recall: 0.32500	F1: 0.38610	F2: 0.34696
	Total predictions: 14000	True positives:  650	False positives:  717	False negatives: 1350	True negatives: 11283

['poi', 'to_messages', 'deferred_income', 'salary', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'salary', 'total_payments']
	Accuracy: 0.84671	Precision: 0.41412	Recall: 0.17600	F1: 0.24702	F2: 0.19887
	Total predictions: 14000	True positives:  352	False positives:  498	False negatives: 1648	True negatives: 11502

['poi', 'to_messages', 'deferred_income', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'salary', 'exercised_stock_options']
	Accuracy: 0.85636	Precision: 0.49542	Recall: 0.29750	F1: 0.37176	F2: 0.32333
	Total predictions: 14000	True positives:  595	False positives:  606	False negatives: 1405	True negatives: 11394

['poi', 'to_messages', 'deferred_income', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'deferred_income', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84720	Precision: 0.38301	Recall: 0.23900	F1: 0.29433	F2: 0.25843
	Total predictions: 15000	True positives:  478	False positives:  770	False negatives: 1522	True negatives: 12230

['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi']
	Accuracy: 0.30942	Precision: 0.18662	Recall: 0.93600	F1: 0.31120	F2: 0.51911
	Total predictions: 12000	True positives: 1872	False positives: 8159	False negatives:  128	True negatives: 1841

['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages']
	Accuracy: 0.33908	Precision: 0.18990	Recall: 0.90800	F1: 0.31411	F2: 0.51700
	Total predictions: 12000	True positives: 1816	False positives: 7747	False negatives:  184	True negatives: 2253

['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'other']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'other']
	Accuracy: 0.27277	Precision: 0.16167	Recall: 0.89050	F1: 0.27366	F2: 0.46829
	Total predictions: 13000	True positives: 1781	False positives: 9235	False negatives:  219	True negatives: 1765

['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees']
	Accuracy: 0.38592	Precision: 0.20034	Recall: 1.00000	F1: 0.33381	F2: 0.55608
	Total predictions: 13000	True positives: 2000	False positives: 7983	False negatives:    0	True negatives: 3017

['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees']
	Accuracy: 0.31875	Precision: 0.19656	Recall: 1.00000	F1: 0.32854	F2: 0.55021
	Total predictions: 12000	True positives: 2000	False positives: 8175	False negatives:    0	True negatives: 1825

['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'bonus']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'bonus']
	Accuracy: 0.30967	Precision: 0.19424	Recall: 0.99800	F1: 0.32519	F2: 0.54607
	Total predictions: 12000	True positives: 1996	False positives: 8280	False negatives:    4	True negatives: 1720

['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value']
	Accuracy: 0.26214	Precision: 0.15635	Recall: 0.94750	F1: 0.26841	F2: 0.47092
	Total predictions: 14000	True positives: 1895	False positives: 10225	False negatives:  105	True negatives: 1775

['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'from_poi_to_this_person']
	Accuracy: 0.31458	Precision: 0.19186	Recall: 0.96900	F1: 0.32030	F2: 0.53533
	Total predictions: 12000	True positives: 1938	False positives: 8163	False negatives:   62	True negatives: 1837

['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'from_this_person_to_poi']
	Accuracy: 0.30233	Precision: 0.17792	Recall: 0.88000	F1: 0.29600	F2: 0.49184
	Total predictions: 12000	True positives: 1760	False positives: 8132	False negatives:  240	True negatives: 1868

['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'restricted_stock']
	Accuracy: 0.28208	Precision: 0.16936	Recall: 0.93900	F1: 0.28696	F2: 0.49191
	Total predictions: 13000	True positives: 1878	False positives: 9211	False negatives:  122	True negatives: 1789

['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'salary']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'salary']
	Accuracy: 0.29483	Precision: 0.18311	Recall: 0.93350	F1: 0.30617	F2: 0.51302
	Total predictions: 12000	True positives: 1867	False positives: 8329	False negatives:  133	True negatives: 1671

['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'total_payments']
	Accuracy: 0.24621	Precision: 0.14660	Recall: 0.88700	F1: 0.25161	F2: 0.44127
	Total predictions: 14000	True positives: 1774	False positives: 10327	False negatives:  226	True negatives: 1673

['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'exercised_stock_options']
	Accuracy: 0.27962	Precision: 0.16964	Recall: 0.94550	F1: 0.28767	F2: 0.49381
	Total predictions: 13000	True positives: 1891	False positives: 9256	False negatives:  109	True negatives: 1744

['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages']
	Accuracy: 0.75045	Precision: 0.25084	Recall: 0.18750	F1: 0.21459	F2: 0.19747
	Total predictions: 11000	True positives:  375	False positives: 1120	False negatives: 1625	True negatives: 7880

['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'other']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'other']
	Accuracy: 0.78342	Precision: 0.05097	Recall: 0.01700	F1: 0.02550	F2: 0.01961
	Total predictions: 12000	True positives:   34	False positives:  633	False negatives: 1966	True negatives: 9367

['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees']
	Accuracy: 0.29258	Precision: 0.18257	Recall: 0.93300	F1: 0.30538	F2: 0.51205
	Total predictions: 12000	True positives: 1866	False positives: 8355	False negatives:  134	True negatives: 1645

['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees']
	Accuracy: 0.21064	Precision: 0.18009	Recall: 0.94050	F1: 0.30229	F2: 0.50989
	Total predictions: 11000	True positives: 1881	False positives: 8564	False negatives:  119	True negatives:  436

['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus']
	Accuracy: 0.79164	Precision: 0.36606	Recall: 0.19950	F1: 0.25825	F2: 0.21947
	Total predictions: 11000	True positives:  399	False positives:  691	False negatives: 1601	True negatives: 8309

['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value']
	Accuracy: 0.82393	Precision: 0.33333	Recall: 0.23250	F1: 0.27393	F2: 0.24747
	Total predictions: 14000	True positives:  465	False positives:  930	False negatives: 1535	True negatives: 11070

['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'from_poi_to_this_person']
	Accuracy: 0.78355	Precision: 0.28179	Recall: 0.12300	F1: 0.17125	F2: 0.13862
	Total predictions: 11000	True positives:  246	False positives:  627	False negatives: 1754	True negatives: 8373

['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'from_this_person_to_poi']
	Accuracy: 0.77236	Precision: 0.14205	Recall: 0.05000	F1: 0.07396	F2: 0.05744
	Total predictions: 11000	True positives:  100	False positives:  604	False negatives: 1900	True negatives: 8396

['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'restricted_stock']
	Accuracy: 0.79977	Precision: 0.23941	Recall: 0.13850	F1: 0.17548	F2: 0.15125
	Total predictions: 13000	True positives:  277	False positives:  880	False negatives: 1723	True negatives: 10120

['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'salary']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'salary']
	Accuracy: 0.80375	Precision: 0.30516	Recall: 0.13900	F1: 0.19100	F2: 0.15599
	Total predictions: 12000	True positives:  278	False positives:  633	False negatives: 1722	True negatives: 9367

['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'total_payments']
	Accuracy: 0.82036	Precision: 0.15894	Recall: 0.06000	F1: 0.08711	F2: 0.06853
	Total predictions: 14000	True positives:  120	False positives:  635	False negatives: 1880	True negatives: 11365

['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'exercised_stock_options']
	Accuracy: 0.82369	Precision: 0.37627	Recall: 0.22200	F1: 0.27925	F2: 0.24183
	Total predictions: 13000	True positives:  444	False positives:  736	False negatives: 1556	True negatives: 10264

['poi', 'to_messages', 'long_term_incentive', 'from_messages', 'other']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'from_messages', 'other']
	Accuracy: 0.77600	Precision: 0.14017	Recall: 0.06700	F1: 0.09066	F2: 0.07481
	Total predictions: 12000	True positives:  134	False positives:  822	False negatives: 1866	True negatives: 9178

['poi', 'to_messages', 'long_term_incentive', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'from_messages', 'director_fees']
	Accuracy: 0.31067	Precision: 0.17869	Recall: 0.87200	F1: 0.29660	F2: 0.49099
	Total predictions: 12000	True positives: 1744	False positives: 8016	False negatives:  256	True negatives: 1984

['poi', 'to_messages', 'long_term_incentive', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'from_messages', 'resto_dirfees']
	Accuracy: 0.24109	Precision: 0.18203	Recall: 0.90850	F1: 0.30329	F2: 0.50523
	Total predictions: 11000	True positives: 1817	False positives: 8165	False negatives:  183	True negatives:  835

['poi', 'to_messages', 'long_term_incentive', 'from_messages', 'bonus']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'from_messages', 'bonus']
	Accuracy: 0.77873	Precision: 0.30762	Recall: 0.17350	F1: 0.22187	F2: 0.19007
	Total predictions: 11000	True positives:  347	False positives:  781	False negatives: 1653	True negatives: 8219

['poi', 'to_messages', 'long_term_incentive', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'from_messages', 'total_stock_value']
	Accuracy: 0.84457	Precision: 0.43049	Recall: 0.27250	F1: 0.33374	F2: 0.29409
	Total predictions: 14000	True positives:  545	False positives:  721	False negatives: 1455	True negatives: 11279

['poi', 'to_messages', 'long_term_incentive', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.74082	Precision: 0.24985	Recall: 0.21250	F1: 0.22967	F2: 0.21905
	Total predictions: 11000	True positives:  425	False positives: 1276	False negatives: 1575	True negatives: 7724

['poi', 'to_messages', 'long_term_incentive', 'from_messages', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'from_messages', 'from_this_person_to_poi']
	Accuracy: 0.72327	Precision: 0.18780	Recall: 0.15700	F1: 0.17102	F2: 0.16232
	Total predictions: 11000	True positives:  314	False positives: 1358	False negatives: 1686	True negatives: 7642

['poi', 'to_messages', 'long_term_incentive', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'from_messages', 'restricted_stock']
	Accuracy: 0.81008	Precision: 0.30009	Recall: 0.17600	F1: 0.22187	F2: 0.19187
	Total predictions: 13000	True positives:  352	False positives:  821	False negatives: 1648	True negatives: 10179

['poi', 'to_messages', 'long_term_incentive', 'from_messages', 'salary']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'from_messages', 'salary']
	Accuracy: 0.80950	Precision: 0.38898	Recall: 0.25050	F1: 0.30474	F2: 0.26970
	Total predictions: 12000	True positives:  501	False positives:  787	False negatives: 1499	True negatives: 9213

['poi', 'to_messages', 'long_term_incentive', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'from_messages', 'total_payments']
	Accuracy: 0.82314	Precision: 0.18267	Recall: 0.06850	F1: 0.09964	F2: 0.07829
	Total predictions: 14000	True positives:  137	False positives:  613	False negatives: 1863	True negatives: 11387

['poi', 'to_messages', 'long_term_incentive', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.83046	Precision: 0.42444	Recall: 0.28650	F1: 0.34209	F2: 0.30642
	Total predictions: 13000	True positives:  573	False positives:  777	False negatives: 1427	True negatives: 10223

['poi', 'to_messages', 'long_term_incentive', 'other', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'other', 'director_fees']
	Accuracy: 0.26892	Precision: 0.16039	Recall: 0.88600	F1: 0.27161	F2: 0.46514
	Total predictions: 13000	True positives: 1772	False positives: 9276	False negatives:  228	True negatives: 1724

['poi', 'to_messages', 'long_term_incentive', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'other', 'resto_dirfees']
	Accuracy: 0.18425	Precision: 0.15575	Recall: 0.88100	F1: 0.26470	F2: 0.45617
	Total predictions: 12000	True positives: 1762	False positives: 9551	False negatives:  238	True negatives:  449

['poi', 'to_messages', 'long_term_incentive', 'other', 'bonus']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'other', 'bonus']
	Accuracy: 0.79483	Precision: 0.21760	Recall: 0.08900	F1: 0.12633	F2: 0.10093
	Total predictions: 12000	True positives:  178	False positives:  640	False negatives: 1822	True negatives: 9360

['poi', 'to_messages', 'long_term_incentive', 'other', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'other', 'total_stock_value']
	Accuracy: 0.84014	Precision: 0.37656	Recall: 0.18150	F1: 0.24494	F2: 0.20248
	Total predictions: 14000	True positives:  363	False positives:  601	False negatives: 1637	True negatives: 11399

['poi', 'to_messages', 'long_term_incentive', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'other', 'from_poi_to_this_person']
	Accuracy: 0.79450	Precision: 0.08094	Recall: 0.02250	F1: 0.03521	F2: 0.02630
	Total predictions: 12000	True positives:   45	False positives:  511	False negatives: 1955	True negatives: 9489

['poi', 'to_messages', 'long_term_incentive', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'other', 'from_this_person_to_poi']
	Accuracy: 0.78092	Precision: 0.04486	Recall: 0.01550	F1: 0.02304	F2: 0.01783
	Total predictions: 12000	True positives:   31	False positives:  660	False negatives: 1969	True negatives: 9340

['poi', 'to_messages', 'long_term_incentive', 'other', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'other', 'restricted_stock']
	Accuracy: 0.81262	Precision: 0.18768	Recall: 0.06550	F1: 0.09711	F2: 0.07530
	Total predictions: 13000	True positives:  131	False positives:  567	False negatives: 1869	True negatives: 10433

['poi', 'to_messages', 'long_term_incentive', 'other', 'salary']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'other', 'salary']
	Accuracy: 0.81058	Precision: 0.24294	Recall: 0.06450	F1: 0.10194	F2: 0.07561
	Total predictions: 12000	True positives:  129	False positives:  402	False negatives: 1871	True negatives: 9598

['poi', 'to_messages', 'long_term_incentive', 'other', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'other', 'total_payments']
	Accuracy: 0.82250	Precision: 0.15007	Recall: 0.05200	F1: 0.07724	F2: 0.05982
	Total predictions: 14000	True positives:  104	False positives:  589	False negatives: 1896	True negatives: 11411

['poi', 'to_messages', 'long_term_incentive', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'other', 'exercised_stock_options']
	Accuracy: 0.83850	Precision: 0.37015	Recall: 0.18600	F1: 0.24759	F2: 0.20655
	Total predictions: 14000	True positives:  372	False positives:  633	False negatives: 1628	True negatives: 11367

['poi', 'to_messages', 'long_term_incentive', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'director_fees', 'resto_dirfees']
	Accuracy: 0.30075	Precision: 0.19242	Recall: 0.99950	F1: 0.32271	F2: 0.54353
	Total predictions: 12000	True positives: 1999	False positives: 8390	False negatives:    1	True negatives: 1610

['poi', 'to_messages', 'long_term_incentive', 'director_fees', 'bonus']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'director_fees', 'bonus']
	Accuracy: 0.28362	Precision: 0.17627	Recall: 0.99550	F1: 0.29951	F2: 0.51594
	Total predictions: 13000	True positives: 1991	False positives: 9304	False negatives:    9	True negatives: 1696

['poi', 'to_messages', 'long_term_incentive', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'director_fees', 'total_stock_value']
	Accuracy: 0.24187	Precision: 0.14446	Recall: 0.95200	F1: 0.25086	F2: 0.44948
	Total predictions: 15000	True positives: 1904	False positives: 11276	False negatives:   96	True negatives: 1724

['poi', 'to_messages', 'long_term_incentive', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.29250	Precision: 0.18280	Recall: 0.93500	F1: 0.30581	F2: 0.51289
	Total predictions: 12000	True positives: 1870	False positives: 8360	False negatives:  130	True negatives: 1640

['poi', 'to_messages', 'long_term_incentive', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.28575	Precision: 0.17331	Recall: 0.87150	F1: 0.28913	F2: 0.48264
	Total predictions: 12000	True positives: 1743	False positives: 8314	False negatives:  257	True negatives: 1686

['poi', 'to_messages', 'long_term_incentive', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'director_fees', 'restricted_stock']
	Accuracy: 0.25464	Precision: 0.15354	Recall: 0.93450	F1: 0.26374	F2: 0.46324
	Total predictions: 14000	True positives: 1869	False positives: 10304	False negatives:  131	True negatives: 1696

['poi', 'to_messages', 'long_term_incentive', 'director_fees', 'salary']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'director_fees', 'salary']
	Accuracy: 0.27031	Precision: 0.16640	Recall: 0.93350	F1: 0.28245	F2: 0.48569
	Total predictions: 13000	True positives: 1867	False positives: 9353	False negatives:  133	True negatives: 1647

['poi', 'to_messages', 'long_term_incentive', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'director_fees', 'total_payments']
	Accuracy: 0.49279	Precision: 0.16699	Recall: 0.63950	F1: 0.26483	F2: 0.40839
	Total predictions: 14000	True positives: 1279	False positives: 6380	False negatives:  721	True negatives: 5620

['poi', 'to_messages', 'long_term_incentive', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.25450	Precision: 0.15504	Recall: 0.94800	F1: 0.26650	F2: 0.46863
	Total predictions: 14000	True positives: 1896	False positives: 10333	False negatives:  104	True negatives: 1667

['poi', 'to_messages', 'long_term_incentive', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'resto_dirfees', 'bonus']
	Accuracy: 0.20100	Precision: 0.17231	Recall: 0.99750	F1: 0.29386	F2: 0.50950
	Total predictions: 12000	True positives: 1995	False positives: 9583	False negatives:    5	True negatives:  417

['poi', 'to_messages', 'long_term_incentive', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.19879	Precision: 0.14278	Recall: 0.92100	F1: 0.24723	F2: 0.44065
	Total predictions: 14000	True positives: 1842	False positives: 11059	False negatives:  158	True negatives:  941

['poi', 'to_messages', 'long_term_incentive', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.21364	Precision: 0.18285	Recall: 0.95850	F1: 0.30711	F2: 0.51856
	Total predictions: 11000	True positives: 1917	False positives: 8567	False negatives:   83	True negatives:  433

['poi', 'to_messages', 'long_term_incentive', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.20264	Precision: 0.17128	Recall: 0.88200	F1: 0.28685	F2: 0.48199
	Total predictions: 11000	True positives: 1764	False positives: 8535	False negatives:  236	True negatives:  465

['poi', 'to_messages', 'long_term_incentive', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.17954	Precision: 0.15118	Recall: 0.93900	F1: 0.26044	F2: 0.45980
	Total predictions: 13000	True positives: 1878	False positives: 10544	False negatives:  122	True negatives:  456

['poi', 'to_messages', 'long_term_incentive', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'resto_dirfees', 'salary']
	Accuracy: 0.19442	Precision: 0.16470	Recall: 0.94150	F1: 0.28035	F2: 0.48449
	Total predictions: 12000	True positives: 1883	False positives: 9550	False negatives:  117	True negatives:  450

['poi', 'to_messages', 'long_term_incentive', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'resto_dirfees', 'total_payments']
	Accuracy: 0.22293	Precision: 0.13649	Recall: 0.83350	F1: 0.23457	F2: 0.41236
	Total predictions: 14000	True positives: 1667	False positives: 10546	False negatives:  333	True negatives: 1454

['poi', 'to_messages', 'long_term_incentive', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.19408	Precision: 0.15204	Recall: 0.92600	F1: 0.26119	F2: 0.45885
	Total predictions: 13000	True positives: 1852	False positives: 10329	False negatives:  148	True negatives:  671

['poi', 'to_messages', 'long_term_incentive', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'bonus', 'total_stock_value']
	Accuracy: 0.83079	Precision: 0.36543	Recall: 0.25050	F1: 0.29724	F2: 0.26731
	Total predictions: 14000	True positives:  501	False positives:  870	False negatives: 1499	True negatives: 11130

['poi', 'to_messages', 'long_term_incentive', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.80482	Precision: 0.42320	Recall: 0.20250	F1: 0.27393	F2: 0.22608
	Total predictions: 11000	True positives:  405	False positives:  552	False negatives: 1595	True negatives: 8448

['poi', 'to_messages', 'long_term_incentive', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.79364	Precision: 0.33774	Recall: 0.14050	F1: 0.19845	F2: 0.15908
	Total predictions: 11000	True positives:  281	False positives:  551	False negatives: 1719	True negatives: 8449

['poi', 'to_messages', 'long_term_incentive', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'bonus', 'restricted_stock']
	Accuracy: 0.81092	Precision: 0.30293	Recall: 0.17600	F1: 0.22264	F2: 0.19210
	Total predictions: 13000	True positives:  352	False positives:  810	False negatives: 1648	True negatives: 10190

['poi', 'to_messages', 'long_term_incentive', 'bonus', 'salary']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'bonus', 'salary']
	Accuracy: 0.81608	Precision: 0.39363	Recall: 0.19150	F1: 0.25765	F2: 0.21342
	Total predictions: 12000	True positives:  383	False positives:  590	False negatives: 1617	True negatives: 9410

['poi', 'to_messages', 'long_term_incentive', 'bonus', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'bonus', 'total_payments']
	Accuracy: 0.82386	Precision: 0.21020	Recall: 0.08450	F1: 0.12054	F2: 0.09598
	Total predictions: 14000	True positives:  169	False positives:  635	False negatives: 1831	True negatives: 11365

['poi', 'to_messages', 'long_term_incentive', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'bonus', 'exercised_stock_options']
	Accuracy: 0.82892	Precision: 0.41195	Recall: 0.26200	F1: 0.32029	F2: 0.28257
	Total predictions: 13000	True positives:  524	False positives:  748	False negatives: 1476	True negatives: 10252

['poi', 'to_messages', 'long_term_incentive', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.84014	Precision: 0.40034	Recall: 0.23900	F1: 0.29931	F2: 0.25995
	Total predictions: 14000	True positives:  478	False positives:  716	False negatives: 1522	True negatives: 11284

['poi', 'to_messages', 'long_term_incentive', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.84064	Precision: 0.40187	Recall: 0.23650	F1: 0.29777	F2: 0.25771
	Total predictions: 14000	True positives:  473	False positives:  704	False negatives: 1527	True negatives: 11296

['poi', 'to_messages', 'long_term_incentive', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.85079	Precision: 0.46154	Recall: 0.26700	F1: 0.33830	F2: 0.29158
	Total predictions: 14000	True positives:  534	False positives:  623	False negatives: 1466	True negatives: 11377

['poi', 'to_messages', 'long_term_incentive', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'total_stock_value', 'salary']
	Accuracy: 0.84143	Precision: 0.40468	Recall: 0.23350	F1: 0.29613	F2: 0.25508
	Total predictions: 14000	True positives:  467	False positives:  687	False negatives: 1533	True negatives: 11313

['poi', 'to_messages', 'long_term_incentive', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'total_stock_value', 'total_payments']
	Accuracy: 0.83753	Precision: 0.30749	Recall: 0.17450	F1: 0.22265	F2: 0.19102
	Total predictions: 15000	True positives:  349	False positives:  786	False negatives: 1651	True negatives: 12214

['poi', 'to_messages', 'long_term_incentive', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.83707	Precision: 0.39722	Recall: 0.27150	F1: 0.32254	F2: 0.28985
	Total predictions: 14000	True positives:  543	False positives:  824	False negatives: 1457	True negatives: 11176

['poi', 'to_messages', 'long_term_incentive', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.78264	Precision: 0.17253	Recall: 0.05150	F1: 0.07932	F2: 0.05990
	Total predictions: 11000	True positives:  103	False positives:  494	False negatives: 1897	True negatives: 8506

['poi', 'to_messages', 'long_term_incentive', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.81546	Precision: 0.28754	Recall: 0.13500	F1: 0.18374	F2: 0.15102
	Total predictions: 13000	True positives:  270	False positives:  669	False negatives: 1730	True negatives: 10331

['poi', 'to_messages', 'long_term_incentive', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.81300	Precision: 0.34439	Recall: 0.13500	F1: 0.19397	F2: 0.15369
	Total predictions: 12000	True positives:  270	False positives:  514	False negatives: 1730	True negatives: 9486

['poi', 'to_messages', 'long_term_incentive', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.83029	Precision: 0.20064	Recall: 0.06300	F1: 0.09589	F2: 0.07302
	Total predictions: 14000	True positives:  126	False positives:  502	False negatives: 1874	True negatives: 11498

['poi', 'to_messages', 'long_term_incentive', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.82969	Precision: 0.40429	Recall: 0.22600	F1: 0.28993	F2: 0.24786
	Total predictions: 13000	True positives:  452	False positives:  666	False negatives: 1548	True negatives: 10334

['poi', 'to_messages', 'long_term_incentive', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.80762	Precision: 0.25223	Recall: 0.12750	F1: 0.16938	F2: 0.14149
	Total predictions: 13000	True positives:  255	False positives:  756	False negatives: 1745	True negatives: 10244

['poi', 'to_messages', 'long_term_incentive', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.80400	Precision: 0.29909	Recall: 0.13100	F1: 0.18220	F2: 0.14759
	Total predictions: 12000	True positives:  262	False positives:  614	False negatives: 1738	True negatives: 9386

['poi', 'to_messages', 'long_term_incentive', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.82907	Precision: 0.19249	Recall: 0.06150	F1: 0.09322	F2: 0.07119
	Total predictions: 14000	True positives:  123	False positives:  516	False negatives: 1877	True negatives: 11484

['poi', 'to_messages', 'long_term_incentive', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.83262	Precision: 0.41822	Recall: 0.22500	F1: 0.29259	F2: 0.24791
	Total predictions: 13000	True positives:  450	False positives:  626	False negatives: 1550	True negatives: 10374

['poi', 'to_messages', 'long_term_incentive', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'restricted_stock', 'salary']
	Accuracy: 0.82215	Precision: 0.32472	Recall: 0.14450	F1: 0.20000	F2: 0.16254
	Total predictions: 13000	True positives:  289	False positives:  601	False negatives: 1711	True negatives: 10399

['poi', 'to_messages', 'long_term_incentive', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'restricted_stock', 'total_payments']
	Accuracy: 0.82264	Precision: 0.19078	Recall: 0.07450	F1: 0.10716	F2: 0.08484
	Total predictions: 14000	True positives:  149	False positives:  632	False negatives: 1851	True negatives: 11368

['poi', 'to_messages', 'long_term_incentive', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84071	Precision: 0.41288	Recall: 0.27250	F1: 0.32831	F2: 0.29238
	Total predictions: 14000	True positives:  545	False positives:  775	False negatives: 1455	True negatives: 11225

['poi', 'to_messages', 'long_term_incentive', 'salary', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'salary', 'total_payments']
	Accuracy: 0.83079	Precision: 0.21127	Recall: 0.06750	F1: 0.10231	F2: 0.07813
	Total predictions: 14000	True positives:  135	False positives:  504	False negatives: 1865	True negatives: 11496

['poi', 'to_messages', 'long_term_incentive', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'salary', 'exercised_stock_options']
	Accuracy: 0.83892	Precision: 0.45337	Recall: 0.22850	F1: 0.30386	F2: 0.25366
	Total predictions: 13000	True positives:  457	False positives:  551	False negatives: 1543	True negatives: 10449

['poi', 'to_messages', 'long_term_incentive', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'long_term_incentive', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84740	Precision: 0.35650	Recall: 0.17950	F1: 0.23878	F2: 0.19929
	Total predictions: 15000	True positives:  359	False positives:  648	False negatives: 1641	True negatives: 12352

['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages']
	Accuracy: 0.30740	Precision: 0.11054	Recall: 0.84100	F1: 0.19540	F2: 0.36225
	Total predictions: 10000	True positives:  841	False positives: 6767	False negatives:  159	True negatives: 2233

['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other']
	Accuracy: 0.27262	Precision: 0.16121	Recall: 0.88700	F1: 0.27284	F2: 0.46674
	Total predictions: 13000	True positives: 1774	False positives: 9230	False negatives:  226	True negatives: 1770

['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees']
	Accuracy: 0.36791	Precision: 0.12126	Recall: 0.95300	F1: 0.21515	F2: 0.40180
	Total predictions: 11000	True positives:  953	False positives: 6906	False negatives:   47	True negatives: 3094

['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees']
	Accuracy: 0.28040	Precision: 0.11668	Recall: 0.94300	F1: 0.20766	F2: 0.39025
	Total predictions: 10000	True positives:  943	False positives: 7139	False negatives:   57	True negatives: 1861

['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus']
	Accuracy: 0.31350	Precision: 0.19428	Recall: 0.99100	F1: 0.32486	F2: 0.54445
	Total predictions: 12000	True positives: 1982	False positives: 8220	False negatives:   18	True negatives: 1780

['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value']
	Accuracy: 0.26300	Precision: 0.15713	Recall: 0.95300	F1: 0.26978	F2: 0.47342
	Total predictions: 14000	True positives: 1906	False positives: 10224	False negatives:   94	True negatives: 1776

['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person']
	Accuracy: 0.27810	Precision: 0.11377	Recall: 0.91600	F1: 0.20241	F2: 0.38005
	Total predictions: 10000	True positives:  916	False positives: 7135	False negatives:   84	True negatives: 1865

['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_this_person_to_poi']
	Accuracy: 0.27300	Precision: 0.10576	Recall: 0.84100	F1: 0.18789	F2: 0.35182
	Total predictions: 10000	True positives:  841	False positives: 7111	False negatives:  159	True negatives: 1889

['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'restricted_stock']
	Accuracy: 0.29358	Precision: 0.18216	Recall: 0.92800	F1: 0.30454	F2: 0.51020
	Total predictions: 12000	True positives: 1856	False positives: 8333	False negatives:  144	True negatives: 1667

['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'salary']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'salary']
	Accuracy: 0.29358	Precision: 0.18241	Recall: 0.93000	F1: 0.30499	F2: 0.51107
	Total predictions: 12000	True positives: 1860	False positives: 8337	False negatives:  140	True negatives: 1663

['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_payments']
	Accuracy: 0.24671	Precision: 0.14756	Recall: 0.89450	F1: 0.25333	F2: 0.44449
	Total predictions: 14000	True positives: 1789	False positives: 10335	False negatives:  211	True negatives: 1665

['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'exercised_stock_options']
	Accuracy: 0.27985	Precision: 0.16844	Recall: 0.93500	F1: 0.28545	F2: 0.48948
	Total predictions: 13000	True positives: 1870	False positives: 9232	False negatives:  130	True negatives: 1768

['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages', 'other']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages', 'other']
	Accuracy: 0.29992	Precision: 0.16502	Recall: 0.87450	F1: 0.27764	F2: 0.47019
	Total predictions: 13000	True positives: 1749	False positives: 8850	False negatives:  251	True negatives: 2150

['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages', 'director_fees']
	Accuracy: 0.39200	Precision: 0.12271	Recall: 0.92500	F1: 0.21668	F2: 0.40085
	Total predictions: 11000	True positives:  925	False positives: 6613	False negatives:   75	True negatives: 3387

['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees']
	Accuracy: 0.30610	Precision: 0.11876	Recall: 0.92500	F1: 0.21049	F2: 0.39231
	Total predictions: 10000	True positives:  925	False positives: 6864	False negatives:   75	True negatives: 2136

['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages', 'bonus']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages', 'bonus']
	Accuracy: 0.33408	Precision: 0.19286	Recall: 0.94050	F1: 0.32009	F2: 0.52977
	Total predictions: 12000	True positives: 1881	False positives: 7872	False negatives:  119	True negatives: 2128

['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages', 'total_stock_value']
	Accuracy: 0.27971	Precision: 0.15459	Recall: 0.90450	F1: 0.26405	F2: 0.45909
	Total predictions: 14000	True positives: 1809	False positives: 9893	False negatives:  191	True negatives: 2107

['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.30990	Precision: 0.11335	Recall: 0.86500	F1: 0.20044	F2: 0.37185
	Total predictions: 10000	True positives:  865	False positives: 6766	False negatives:  135	True negatives: 2234

['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages', 'from_this_person_to_poi']
	Accuracy: 0.30000	Precision: 0.11029	Recall: 0.84900	F1: 0.19522	F2: 0.36288
	Total predictions: 10000	True positives:  849	False positives: 6849	False negatives:  151	True negatives: 2151

['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages', 'restricted_stock']
	Accuracy: 0.31750	Precision: 0.18367	Recall: 0.89850	F1: 0.30499	F2: 0.50523
	Total predictions: 12000	True positives: 1797	False positives: 7987	False negatives:  203	True negatives: 2013

['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages', 'salary']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages', 'salary']
	Accuracy: 0.32008	Precision: 0.18663	Recall: 0.91700	F1: 0.31014	F2: 0.51439
	Total predictions: 12000	True positives: 1834	False positives: 7993	False negatives:  166	True negatives: 2007

['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages', 'total_payments']
	Accuracy: 0.26229	Precision: 0.14368	Recall: 0.83950	F1: 0.24536	F2: 0.42645
	Total predictions: 14000	True positives: 1679	False positives: 10007	False negatives:  321	True negatives: 1993

['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.30123	Precision: 0.16433	Recall: 0.86700	F1: 0.27629	F2: 0.46734
	Total predictions: 13000	True positives: 1734	False positives: 8818	False negatives:  266	True negatives: 2182

['poi', 'to_messages', 'restricted_stock_deferred', 'other', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'other', 'director_fees']
	Accuracy: 0.35114	Precision: 0.17463	Recall: 0.95050	F1: 0.29505	F2: 0.50328
	Total predictions: 14000	True positives: 1901	False positives: 8985	False negatives:   99	True negatives: 3015

['poi', 'to_messages', 'restricted_stock_deferred', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'other', 'resto_dirfees']
	Accuracy: 0.27854	Precision: 0.16890	Recall: 0.94100	F1: 0.28639	F2: 0.49156
	Total predictions: 13000	True positives: 1882	False positives: 9261	False negatives:  118	True negatives: 1739

['poi', 'to_messages', 'restricted_stock_deferred', 'other', 'bonus']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'other', 'bonus']
	Accuracy: 0.27992	Precision: 0.16869	Recall: 0.93700	F1: 0.28591	F2: 0.49034
	Total predictions: 13000	True positives: 1874	False positives: 9235	False negatives:  126	True negatives: 1765

['poi', 'to_messages', 'restricted_stock_deferred', 'other', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'other', 'total_stock_value']
	Accuracy: 0.25336	Precision: 0.14852	Recall: 0.89300	F1: 0.25469	F2: 0.44594
	Total predictions: 14000	True positives: 1786	False positives: 10239	False negatives:  214	True negatives: 1761

['poi', 'to_messages', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person']
	Accuracy: 0.27538	Precision: 0.16401	Recall: 0.90550	F1: 0.27772	F2: 0.47553
	Total predictions: 13000	True positives: 1811	False positives: 9231	False negatives:  189	True negatives: 1769

['poi', 'to_messages', 'restricted_stock_deferred', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'other', 'from_this_person_to_poi']
	Accuracy: 0.26923	Precision: 0.15622	Recall: 0.85200	F1: 0.26402	F2: 0.45060
	Total predictions: 13000	True positives: 1704	False positives: 9204	False negatives:  296	True negatives: 1796

['poi', 'to_messages', 'restricted_stock_deferred', 'other', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'other', 'restricted_stock']
	Accuracy: 0.27477	Precision: 0.16175	Recall: 0.88800	F1: 0.27365	F2: 0.46786
	Total predictions: 13000	True positives: 1776	False positives: 9204	False negatives:  224	True negatives: 1796

['poi', 'to_messages', 'restricted_stock_deferred', 'other', 'salary']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'other', 'salary']
	Accuracy: 0.27885	Precision: 0.16154	Recall: 0.88000	F1: 0.27297	F2: 0.46573
	Total predictions: 13000	True positives: 1760	False positives: 9135	False negatives:  240	True negatives: 1865

['poi', 'to_messages', 'restricted_stock_deferred', 'other', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'other', 'total_payments']
	Accuracy: 0.24836	Precision: 0.14638	Recall: 0.88200	F1: 0.25109	F2: 0.43988
	Total predictions: 14000	True positives: 1764	False positives: 10287	False negatives:  236	True negatives: 1713

['poi', 'to_messages', 'restricted_stock_deferred', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'other', 'exercised_stock_options']
	Accuracy: 0.25329	Precision: 0.14875	Recall: 0.89500	F1: 0.25509	F2: 0.44674
	Total predictions: 14000	True positives: 1790	False positives: 10244	False negatives:  210	True negatives: 1756

['poi', 'to_messages', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees']
	Accuracy: 0.37200	Precision: 0.12645	Recall: 1.00000	F1: 0.22452	F2: 0.41989
	Total predictions: 11000	True positives: 1000	False positives: 6908	False negatives:    0	True negatives: 3092

['poi', 'to_messages', 'restricted_stock_deferred', 'director_fees', 'bonus']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'director_fees', 'bonus']
	Accuracy: 0.38000	Precision: 0.19881	Recall: 1.00000	F1: 0.33167	F2: 0.55371
	Total predictions: 13000	True positives: 2000	False positives: 8060	False negatives:    0	True negatives: 2940

['poi', 'to_messages', 'restricted_stock_deferred', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'director_fees', 'total_stock_value']
	Accuracy: 0.34187	Precision: 0.16807	Recall: 0.99650	F1: 0.28763	F2: 0.50181
	Total predictions: 15000	True positives: 1993	False positives: 9865	False negatives:    7	True negatives: 3135

['poi', 'to_messages', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.37218	Precision: 0.12649	Recall: 1.00000	F1: 0.22457	F2: 0.41996
	Total predictions: 11000	True positives: 1000	False positives: 6906	False negatives:    0	True negatives: 3094

['poi', 'to_messages', 'restricted_stock_deferred', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.36555	Precision: 0.11815	Recall: 0.92500	F1: 0.20954	F2: 0.39099
	Total predictions: 11000	True positives:  925	False positives: 6904	False negatives:   75	True negatives: 3096

['poi', 'to_messages', 'restricted_stock_deferred', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'director_fees', 'restricted_stock']
	Accuracy: 0.36079	Precision: 0.18237	Recall: 0.99750	F1: 0.30837	F2: 0.52669
	Total predictions: 14000	True positives: 1995	False positives: 8944	False negatives:    5	True negatives: 3056

['poi', 'to_messages', 'restricted_stock_deferred', 'director_fees', 'salary']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'director_fees', 'salary']
	Accuracy: 0.36079	Precision: 0.18208	Recall: 0.99500	F1: 0.30784	F2: 0.52565
	Total predictions: 14000	True positives: 1990	False positives: 8939	False negatives:   10	True negatives: 3061

['poi', 'to_messages', 'restricted_stock_deferred', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'director_fees', 'total_payments']
	Accuracy: 0.34200	Precision: 0.17170	Recall: 0.94300	F1: 0.29051	F2: 0.49673
	Total predictions: 14000	True positives: 1886	False positives: 9098	False negatives:  114	True negatives: 2902

['poi', 'to_messages', 'restricted_stock_deferred', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.35871	Precision: 0.18183	Recall: 0.99700	F1: 0.30757	F2: 0.52568
	Total predictions: 14000	True positives: 1994	False positives: 8972	False negatives:    6	True negatives: 3028

['poi', 'to_messages', 'restricted_stock_deferred', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'resto_dirfees', 'bonus']
	Accuracy: 0.31483	Precision: 0.19566	Recall: 1.00000	F1: 0.32728	F2: 0.54879
	Total predictions: 12000	True positives: 2000	False positives: 8222	False negatives:    0	True negatives: 1778

['poi', 'to_messages', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.26814	Precision: 0.16304	Recall: 0.99750	F1: 0.28028	F2: 0.49293
	Total predictions: 14000	True positives: 1995	False positives: 10241	False negatives:    5	True negatives: 1759

['poi', 'to_messages', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.28610	Precision: 0.12287	Recall: 1.00000	F1: 0.21884	F2: 0.41190
	Total predictions: 10000	True positives: 1000	False positives: 7139	False negatives:    0	True negatives: 1861

['poi', 'to_messages', 'restricted_stock_deferred', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.27870	Precision: 0.11472	Recall: 0.92500	F1: 0.20413	F2: 0.38340
	Total predictions: 10000	True positives:  925	False positives: 7138	False negatives:   75	True negatives: 1862

['poi', 'to_messages', 'restricted_stock_deferred', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.30342	Precision: 0.19253	Recall: 0.99550	F1: 0.32266	F2: 0.54277
	Total predictions: 12000	True positives: 1991	False positives: 8350	False negatives:    9	True negatives: 1650

['poi', 'to_messages', 'restricted_stock_deferred', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'resto_dirfees', 'salary']
	Accuracy: 0.30325	Precision: 0.19196	Recall: 0.99100	F1: 0.32162	F2: 0.54079
	Total predictions: 12000	True positives: 1982	False positives: 8343	False negatives:   18	True negatives: 1657

['poi', 'to_messages', 'restricted_stock_deferred', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'resto_dirfees', 'total_payments']
	Accuracy: 0.25229	Precision: 0.15397	Recall: 0.94200	F1: 0.26468	F2: 0.46551
	Total predictions: 14000	True positives: 1884	False positives: 10352	False negatives:  116	True negatives: 1648

['poi', 'to_messages', 'restricted_stock_deferred', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.28708	Precision: 0.17709	Recall: 0.99650	F1: 0.30074	F2: 0.51755
	Total predictions: 13000	True positives: 1993	False positives: 9261	False negatives:    7	True negatives: 1739

['poi', 'to_messages', 'restricted_stock_deferred', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'bonus', 'total_stock_value']
	Accuracy: 0.26943	Precision: 0.16350	Recall: 0.99950	F1: 0.28103	F2: 0.49417
	Total predictions: 14000	True positives: 1999	False positives: 10227	False negatives:    1	True negatives: 1773

['poi', 'to_messages', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.31475	Precision: 0.19546	Recall: 0.99850	F1: 0.32692	F2: 0.54811
	Total predictions: 12000	True positives: 1997	False positives: 8220	False negatives:    3	True negatives: 1780

['poi', 'to_messages', 'restricted_stock_deferred', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.30750	Precision: 0.18694	Recall: 0.94200	F1: 0.31197	F2: 0.52108
	Total predictions: 12000	True positives: 1884	False positives: 8194	False negatives:  116	True negatives: 1806

['poi', 'to_messages', 'restricted_stock_deferred', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'bonus', 'restricted_stock']
	Accuracy: 0.29331	Precision: 0.17815	Recall: 0.99450	F1: 0.30216	F2: 0.51891
	Total predictions: 13000	True positives: 1989	False positives: 9176	False negatives:   11	True negatives: 1824

['poi', 'to_messages', 'restricted_stock_deferred', 'bonus', 'salary']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'bonus', 'salary']
	Accuracy: 0.30350	Precision: 0.19190	Recall: 0.99000	F1: 0.32148	F2: 0.54045
	Total predictions: 12000	True positives: 1980	False positives: 8338	False negatives:   20	True negatives: 1662

['poi', 'to_messages', 'restricted_stock_deferred', 'bonus', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'bonus', 'total_payments']
	Accuracy: 0.25421	Precision: 0.15448	Recall: 0.94350	F1: 0.26549	F2: 0.46673
	Total predictions: 14000	True positives: 1887	False positives: 10328	False negatives:  113	True negatives: 1672

['poi', 'to_messages', 'restricted_stock_deferred', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'bonus', 'exercised_stock_options']
	Accuracy: 0.28885	Precision: 0.17751	Recall: 0.99700	F1: 0.30137	F2: 0.51838
	Total predictions: 13000	True positives: 1994	False positives: 9239	False negatives:    6	True negatives: 1761

['poi', 'to_messages', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.26321	Precision: 0.15717	Recall: 0.95300	F1: 0.26984	F2: 0.47349
	Total predictions: 14000	True positives: 1906	False positives: 10221	False negatives:   94	True negatives: 1779

['poi', 'to_messages', 'restricted_stock_deferred', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.26279	Precision: 0.15698	Recall: 0.95200	F1: 0.26952	F2: 0.47295
	Total predictions: 14000	True positives: 1904	False positives: 10225	False negatives:   96	True negatives: 1775

['poi', 'to_messages', 'restricted_stock_deferred', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.26321	Precision: 0.15666	Recall: 0.94850	F1: 0.26891	F2: 0.47168
	Total predictions: 14000	True positives: 1897	False positives: 10212	False negatives:  103	True negatives: 1788

['poi', 'to_messages', 'restricted_stock_deferred', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'total_stock_value', 'salary']
	Accuracy: 0.26229	Precision: 0.15638	Recall: 0.94750	F1: 0.26845	F2: 0.47097
	Total predictions: 14000	True positives: 1895	False positives: 10223	False negatives:  105	True negatives: 1777

['poi', 'to_messages', 'restricted_stock_deferred', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'total_stock_value', 'total_payments']
	Accuracy: 0.24360	Precision: 0.13820	Recall: 0.89250	F1: 0.23934	F2: 0.42671
	Total predictions: 15000	True positives: 1785	False positives: 11131	False negatives:  215	True negatives: 1869

['poi', 'to_messages', 'restricted_stock_deferred', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.26329	Precision: 0.15667	Recall: 0.94850	F1: 0.26893	F2: 0.47170
	Total predictions: 14000	True positives: 1897	False positives: 10211	False negatives:  103	True negatives: 1789

['poi', 'to_messages', 'restricted_stock_deferred', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.27250	Precision: 0.10619	Recall: 0.84600	F1: 0.18869	F2: 0.35347
	Total predictions: 10000	True positives:  846	False positives: 7121	False negatives:  154	True negatives: 1879

['poi', 'to_messages', 'restricted_stock_deferred', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.29683	Precision: 0.18540	Recall: 0.94850	F1: 0.31017	F2: 0.52024
	Total predictions: 12000	True positives: 1897	False positives: 8335	False negatives:  103	True negatives: 1665

['poi', 'to_messages', 'restricted_stock_deferred', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.29958	Precision: 0.18820	Recall: 0.96650	F1: 0.31505	F2: 0.52898
	Total predictions: 12000	True positives: 1933	False positives: 8338	False negatives:   67	True negatives: 1662

['poi', 'to_messages', 'restricted_stock_deferred', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.24679	Precision: 0.14740	Recall: 0.89300	F1: 0.25303	F2: 0.44390
	Total predictions: 14000	True positives: 1786	False positives: 10331	False negatives:  214	True negatives: 1669

['poi', 'to_messages', 'restricted_stock_deferred', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.27985	Precision: 0.16850	Recall: 0.93550	F1: 0.28556	F2: 0.48969
	Total predictions: 13000	True positives: 1871	False positives: 9233	False negatives:  129	True negatives: 1767

['poi', 'to_messages', 'restricted_stock_deferred', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.28500	Precision: 0.17361	Recall: 0.87500	F1: 0.28974	F2: 0.48396
	Total predictions: 12000	True positives: 1750	False positives: 8330	False negatives:  250	True negatives: 1670

['poi', 'to_messages', 'restricted_stock_deferred', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.28883	Precision: 0.17641	Recall: 0.89050	F1: 0.29448	F2: 0.49210
	Total predictions: 12000	True positives: 1781	False positives: 8315	False negatives:  219	True negatives: 1685

['poi', 'to_messages', 'restricted_stock_deferred', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.24600	Precision: 0.14656	Recall: 0.88700	F1: 0.25156	F2: 0.44121
	Total predictions: 14000	True positives: 1774	False positives: 10330	False negatives:  226	True negatives: 1670

['poi', 'to_messages', 'restricted_stock_deferred', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.27962	Precision: 0.16839	Recall: 0.93500	F1: 0.28539	F2: 0.48940
	Total predictions: 13000	True positives: 1870	False positives: 9235	False negatives:  130	True negatives: 1765

['poi', 'to_messages', 'restricted_stock_deferred', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'restricted_stock', 'salary']
	Accuracy: 0.28192	Precision: 0.16909	Recall: 0.93700	F1: 0.28648	F2: 0.49101
	Total predictions: 13000	True positives: 1874	False positives: 9209	False negatives:  126	True negatives: 1791

['poi', 'to_messages', 'restricted_stock_deferred', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'restricted_stock', 'total_payments']
	Accuracy: 0.24893	Precision: 0.14665	Recall: 0.88350	F1: 0.25155	F2: 0.44067
	Total predictions: 14000	True positives: 1767	False positives: 10282	False negatives:  233	True negatives: 1718

['poi', 'to_messages', 'restricted_stock_deferred', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.26321	Precision: 0.15666	Recall: 0.94850	F1: 0.26891	F2: 0.47168
	Total predictions: 14000	True positives: 1897	False positives: 10212	False negatives:  103	True negatives: 1788

['poi', 'to_messages', 'restricted_stock_deferred', 'salary', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'salary', 'total_payments']
	Accuracy: 0.24543	Precision: 0.14606	Recall: 0.88350	F1: 0.25067	F2: 0.43960
	Total predictions: 14000	True positives: 1767	False positives: 10331	False negatives:  233	True negatives: 1669

['poi', 'to_messages', 'restricted_stock_deferred', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'salary', 'exercised_stock_options']
	Accuracy: 0.26229	Precision: 0.15638	Recall: 0.94750	F1: 0.26845	F2: 0.47097
	Total predictions: 14000	True positives: 1895	False positives: 10223	False negatives:  105	True negatives: 1777

['poi', 'to_messages', 'restricted_stock_deferred', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'restricted_stock_deferred', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.24573	Precision: 0.13826	Recall: 0.89000	F1: 0.23934	F2: 0.42637
	Total predictions: 15000	True positives: 1780	False positives: 11094	False negatives:  220	True negatives: 1906

['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages', 'other']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages', 'other']
	Accuracy: 0.76025	Precision: 0.07958	Recall: 0.04150	F1: 0.05455	F2: 0.04589
	Total predictions: 12000	True positives:   83	False positives:  960	False negatives: 1917	True negatives: 9040

['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages', 'director_fees']
	Accuracy: 0.29190	Precision: 0.11134	Recall: 0.87100	F1: 0.19744	F2: 0.36835
	Total predictions: 10000	True positives:  871	False positives: 6952	False negatives:  129	True negatives: 2048

['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees']
	Accuracy: 0.18678	Precision: 0.10580	Recall: 0.84800	F1: 0.18813	F2: 0.35289
	Total predictions: 9000	True positives:  848	False positives: 7167	False negatives:  152	True negatives:  833

['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages', 'bonus']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages', 'bonus']
	Accuracy: 0.77100	Precision: 0.27915	Recall: 0.16400	F1: 0.20661	F2: 0.17875
	Total predictions: 11000	True positives:  328	False positives:  847	False negatives: 1672	True negatives: 8153

['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value']
	Accuracy: 0.85264	Precision: 0.47249	Recall: 0.27050	F1: 0.34404	F2: 0.29579
	Total predictions: 14000	True positives:  541	False positives:  604	False negatives: 1459	True negatives: 11396

['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.77667	Precision: 0.17587	Recall: 0.27400	F1: 0.21423	F2: 0.24649
	Total predictions: 9000	True positives:  274	False positives: 1284	False negatives:  726	True negatives: 6716

['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages', 'from_this_person_to_poi']
Got a divide by zero when trying out: GaussianNB()
Precision or recall may be undefined due to a lack of true positive predicitons.
['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages', 'restricted_stock']
	Accuracy: 0.78942	Precision: 0.21636	Recall: 0.10050	F1: 0.13725	F2: 0.11255
	Total predictions: 12000	True positives:  201	False positives:  728	False negatives: 1799	True negatives: 9272

['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages', 'salary']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages', 'salary']
	Accuracy: 0.78467	Precision: 0.25085	Recall: 0.14700	F1: 0.18537	F2: 0.16027
	Total predictions: 12000	True positives:  294	False positives:  878	False negatives: 1706	True negatives: 9122

['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages', 'total_payments']
	Accuracy: 0.81857	Precision: 0.14380	Recall: 0.05450	F1: 0.07904	F2: 0.06223
	Total predictions: 14000	True positives:  109	False positives:  649	False negatives: 1891	True negatives: 11351

['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.82550	Precision: 0.45892	Recall: 0.26250	F1: 0.33397	F2: 0.28707
	Total predictions: 12000	True positives:  525	False positives:  619	False negatives: 1475	True negatives: 9381

['poi', 'to_messages', 'shared_receipt_with_poi', 'other', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'other', 'director_fees']
	Accuracy: 0.27046	Precision: 0.16074	Recall: 0.88650	F1: 0.27214	F2: 0.46584
	Total predictions: 13000	True positives: 1773	False positives: 9257	False negatives:  227	True negatives: 1743

['poi', 'to_messages', 'shared_receipt_with_poi', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'other', 'resto_dirfees']
	Accuracy: 0.18442	Precision: 0.15529	Recall: 0.87700	F1: 0.26386	F2: 0.45452
	Total predictions: 12000	True positives: 1754	False positives: 9541	False negatives:  246	True negatives:  459

['poi', 'to_messages', 'shared_receipt_with_poi', 'other', 'bonus']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'other', 'bonus']
	Accuracy: 0.78850	Precision: 0.18052	Recall: 0.07600	F1: 0.10697	F2: 0.08595
	Total predictions: 12000	True positives:  152	False positives:  690	False negatives: 1848	True negatives: 9310

['poi', 'to_messages', 'shared_receipt_with_poi', 'other', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'other', 'total_stock_value']
	Accuracy: 0.83600	Precision: 0.35259	Recall: 0.17700	F1: 0.23569	F2: 0.19658
	Total predictions: 14000	True positives:  354	False positives:  650	False negatives: 1646	True negatives: 11350

['poi', 'to_messages', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person']
	Accuracy: 0.77892	Precision: 0.00304	Recall: 0.00100	F1: 0.00151	F2: 0.00116
	Total predictions: 12000	True positives:    2	False positives:  655	False negatives: 1998	True negatives: 9345

['poi', 'to_messages', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi']
	Accuracy: 0.77742	Precision: 0.00149	Recall: 0.00050	F1: 0.00075	F2: 0.00058
	Total predictions: 12000	True positives:    1	False positives:  672	False negatives: 1999	True negatives: 9328

['poi', 'to_messages', 'shared_receipt_with_poi', 'other', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'other', 'restricted_stock']
	Accuracy: 0.79608	Precision: 0.12543	Recall: 0.05450	F1: 0.07598	F2: 0.06145
	Total predictions: 13000	True positives:  109	False positives:  760	False negatives: 1891	True negatives: 10240

['poi', 'to_messages', 'shared_receipt_with_poi', 'other', 'salary']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'other', 'salary']
	Accuracy: 0.79958	Precision: 0.15146	Recall: 0.04400	F1: 0.06819	F2: 0.05128
	Total predictions: 12000	True positives:   88	False positives:  493	False negatives: 1912	True negatives: 9507

['poi', 'to_messages', 'shared_receipt_with_poi', 'other', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'other', 'total_payments']
	Accuracy: 0.81507	Precision: 0.04762	Recall: 0.01550	F1: 0.02339	F2: 0.01792
	Total predictions: 14000	True positives:   31	False positives:  620	False negatives: 1969	True negatives: 11380

['poi', 'to_messages', 'shared_receipt_with_poi', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'other', 'exercised_stock_options']
	Accuracy: 0.83571	Precision: 0.35207	Recall: 0.17850	F1: 0.23689	F2: 0.19803
	Total predictions: 14000	True positives:  357	False positives:  657	False negatives: 1643	True negatives: 11343

['poi', 'to_messages', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees']
	Accuracy: 0.26630	Precision: 0.11355	Recall: 0.93100	F1: 0.20241	F2: 0.38159
	Total predictions: 10000	True positives:  931	False positives: 7268	False negatives:   69	True negatives: 1732

['poi', 'to_messages', 'shared_receipt_with_poi', 'director_fees', 'bonus']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'director_fees', 'bonus']
	Accuracy: 0.29492	Precision: 0.18869	Recall: 0.97900	F1: 0.31639	F2: 0.53273
	Total predictions: 12000	True positives: 1958	False positives: 8419	False negatives:   42	True negatives: 1581

['poi', 'to_messages', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value']
	Accuracy: 0.24533	Precision: 0.14471	Recall: 0.94900	F1: 0.25112	F2: 0.44942
	Total predictions: 15000	True positives: 1898	False positives: 11218	False negatives:  102	True negatives: 1782

['poi', 'to_messages', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.26640	Precision: 0.11338	Recall: 0.92900	F1: 0.20209	F2: 0.38093
	Total predictions: 10000	True positives:  929	False positives: 7265	False negatives:   71	True negatives: 1735

['poi', 'to_messages', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.26400	Precision: 0.10750	Recall: 0.87100	F1: 0.19139	F2: 0.35986
	Total predictions: 10000	True positives:  871	False positives: 7231	False negatives:  129	True negatives: 1769

['poi', 'to_messages', 'shared_receipt_with_poi', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'director_fees', 'restricted_stock']
	Accuracy: 0.25564	Precision: 0.15400	Recall: 0.93700	F1: 0.26452	F2: 0.46457
	Total predictions: 14000	True positives: 1874	False positives: 10295	False negatives:  126	True negatives: 1705

['poi', 'to_messages', 'shared_receipt_with_poi', 'director_fees', 'salary']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'director_fees', 'salary']
	Accuracy: 0.26992	Precision: 0.16644	Recall: 0.93450	F1: 0.28256	F2: 0.48598
	Total predictions: 13000	True positives: 1869	False positives: 9360	False negatives:  131	True negatives: 1640

['poi', 'to_messages', 'shared_receipt_with_poi', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'director_fees', 'total_payments']
	Accuracy: 0.42021	Precision: 0.15137	Recall: 0.66400	F1: 0.24654	F2: 0.39587
	Total predictions: 14000	True positives: 1328	False positives: 7445	False negatives:  672	True negatives: 4555

['poi', 'to_messages', 'shared_receipt_with_poi', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.27400	Precision: 0.16729	Recall: 0.93500	F1: 0.28381	F2: 0.48754
	Total predictions: 13000	True positives: 1870	False positives: 9308	False negatives:  130	True negatives: 1692

['poi', 'to_messages', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus']
	Accuracy: 0.21891	Precision: 0.18746	Recall: 0.98850	F1: 0.31516	F2: 0.53300
	Total predictions: 11000	True positives: 1977	False positives: 8569	False negatives:   23	True negatives:  431

['poi', 'to_messages', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.19071	Precision: 0.14313	Recall: 0.93550	F1: 0.24827	F2: 0.44395
	Total predictions: 14000	True positives: 1871	False positives: 11201	False negatives:  129	True negatives:  799

['poi', 'to_messages', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.15167	Precision: 0.10818	Recall: 0.91600	F1: 0.19351	F2: 0.36737
	Total predictions: 9000	True positives:  916	False positives: 7551	False negatives:   84	True negatives:  449

['poi', 'to_messages', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.14567	Precision: 0.10113	Recall: 0.84800	F1: 0.18071	F2: 0.34235
	Total predictions: 9000	True positives:  848	False positives: 7537	False negatives:  152	True negatives:  463

['poi', 'to_messages', 'shared_receipt_with_poi', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.19067	Precision: 0.16246	Recall: 0.92800	F1: 0.27652	F2: 0.47776
	Total predictions: 12000	True positives: 1856	False positives: 9568	False negatives:  144	True negatives:  432

['poi', 'to_messages', 'shared_receipt_with_poi', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'resto_dirfees', 'salary']
	Accuracy: 0.19342	Precision: 0.16400	Recall: 0.93700	F1: 0.27914	F2: 0.48232
	Total predictions: 12000	True positives: 1874	False positives: 9553	False negatives:  126	True negatives:  447

['poi', 'to_messages', 'shared_receipt_with_poi', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'resto_dirfees', 'total_payments']
	Accuracy: 0.21536	Precision: 0.13425	Recall: 0.82450	F1: 0.23090	F2: 0.40650
	Total predictions: 14000	True positives: 1649	False positives: 10634	False negatives:  351	True negatives: 1366

['poi', 'to_messages', 'shared_receipt_with_poi', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.20423	Precision: 0.15497	Recall: 0.93700	F1: 0.26595	F2: 0.46633
	Total predictions: 13000	True positives: 1874	False positives: 10219	False negatives:  126	True negatives:  781

['poi', 'to_messages', 'shared_receipt_with_poi', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'bonus', 'total_stock_value']
	Accuracy: 0.82921	Precision: 0.35508	Recall: 0.23950	F1: 0.28606	F2: 0.25618
	Total predictions: 14000	True positives:  479	False positives:  870	False negatives: 1521	True negatives: 11130

['poi', 'to_messages', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.79791	Precision: 0.38949	Recall: 0.19650	F1: 0.26122	F2: 0.21812
	Total predictions: 11000	True positives:  393	False positives:  616	False negatives: 1607	True negatives: 8384

['poi', 'to_messages', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.78736	Precision: 0.30540	Recall: 0.13300	F1: 0.18530	F2: 0.14993
	Total predictions: 11000	True positives:  266	False positives:  605	False negatives: 1734	True negatives: 8395

['poi', 'to_messages', 'shared_receipt_with_poi', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'bonus', 'restricted_stock']
	Accuracy: 0.78833	Precision: 0.25229	Recall: 0.13750	F1: 0.17799	F2: 0.15127
	Total predictions: 12000	True positives:  275	False positives:  815	False negatives: 1725	True negatives: 9185

['poi', 'to_messages', 'shared_receipt_with_poi', 'bonus', 'salary']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'bonus', 'salary']
	Accuracy: 0.80492	Precision: 0.33333	Recall: 0.17050	F1: 0.22560	F2: 0.18896
	Total predictions: 12000	True positives:  341	False positives:  682	False negatives: 1659	True negatives: 9318

['poi', 'to_messages', 'shared_receipt_with_poi', 'bonus', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'bonus', 'total_payments']
	Accuracy: 0.81293	Precision: 0.16395	Recall: 0.07550	F1: 0.10339	F2: 0.08463
	Total predictions: 14000	True positives:  151	False positives:  770	False negatives: 1849	True negatives: 11230

['poi', 'to_messages', 'shared_receipt_with_poi', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'bonus', 'exercised_stock_options']
	Accuracy: 0.81731	Precision: 0.35676	Recall: 0.23350	F1: 0.28226	F2: 0.25083
	Total predictions: 13000	True positives:  467	False positives:  842	False negatives: 1533	True negatives: 10158

['poi', 'to_messages', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.83971	Precision: 0.39696	Recall: 0.23500	F1: 0.29523	F2: 0.25588
	Total predictions: 14000	True positives:  470	False positives:  714	False negatives: 1530	True negatives: 11286

['poi', 'to_messages', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.83836	Precision: 0.39014	Recall: 0.23350	F1: 0.29215	F2: 0.25389
	Total predictions: 14000	True positives:  467	False positives:  730	False negatives: 1533	True negatives: 11270

['poi', 'to_messages', 'shared_receipt_with_poi', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.84114	Precision: 0.40805	Recall: 0.24850	F1: 0.30889	F2: 0.26958
	Total predictions: 14000	True positives:  497	False positives:  721	False negatives: 1503	True negatives: 11279

['poi', 'to_messages', 'shared_receipt_with_poi', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'total_stock_value', 'salary']
	Accuracy: 0.83250	Precision: 0.36055	Recall: 0.22300	F1: 0.27556	F2: 0.24142
	Total predictions: 14000	True positives:  446	False positives:  791	False negatives: 1554	True negatives: 11209

['poi', 'to_messages', 'shared_receipt_with_poi', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'total_stock_value', 'total_payments']
	Accuracy: 0.83840	Precision: 0.31004	Recall: 0.17300	F1: 0.22208	F2: 0.18978
	Total predictions: 15000	True positives:  346	False positives:  770	False negatives: 1654	True negatives: 12230

['poi', 'to_messages', 'shared_receipt_with_poi', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.84207	Precision: 0.41989	Recall: 0.27650	F1: 0.33343	F2: 0.29677
	Total predictions: 14000	True positives:  553	False positives:  764	False negatives: 1447	True negatives: 11236

['poi', 'to_messages', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'from_this_person_to_poi']
Got a divide by zero when trying out: GaussianNB()
Precision or recall may be undefined due to a lack of true positive predicitons.
['poi', 'to_messages', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.78708	Precision: 0.16925	Recall: 0.07100	F1: 0.10004	F2: 0.08033
	Total predictions: 12000	True positives:  142	False positives:  697	False negatives: 1858	True negatives: 9303

['poi', 'to_messages', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.79683	Precision: 0.25448	Recall: 0.11350	F1: 0.15698	F2: 0.12764
	Total predictions: 12000	True positives:  227	False positives:  665	False negatives: 1773	True negatives: 9335

['poi', 'to_messages', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.82529	Precision: 0.14715	Recall: 0.04650	F1: 0.07067	F2: 0.05387
	Total predictions: 14000	True positives:   93	False positives:  539	False negatives: 1907	True negatives: 11461

['poi', 'to_messages', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.82508	Precision: 0.45528	Recall: 0.25200	F1: 0.32443	F2: 0.27671
	Total predictions: 12000	True positives:  504	False positives:  603	False negatives: 1496	True negatives: 9397

['poi', 'to_messages', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.78258	Precision: 0.15040	Recall: 0.06550	F1: 0.09126	F2: 0.07384
	Total predictions: 12000	True positives:  131	False positives:  740	False negatives: 1869	True negatives: 9260

['poi', 'to_messages', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.78467	Precision: 0.21484	Recall: 0.11000	F1: 0.14550	F2: 0.12190
	Total predictions: 12000	True positives:  220	False positives:  804	False negatives: 1780	True negatives: 9196

['poi', 'to_messages', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.82500	Precision: 0.13474	Recall: 0.04150	F1: 0.06346	F2: 0.04817
	Total predictions: 14000	True positives:   83	False positives:  533	False negatives: 1917	True negatives: 11467

['poi', 'to_messages', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.82592	Precision: 0.45914	Recall: 0.25000	F1: 0.32373	F2: 0.27506
	Total predictions: 12000	True positives:  500	False positives:  589	False negatives: 1500	True negatives: 9411

['poi', 'to_messages', 'shared_receipt_with_poi', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'restricted_stock', 'salary']
	Accuracy: 0.80415	Precision: 0.23077	Recall: 0.11700	F1: 0.15528	F2: 0.12980
	Total predictions: 13000	True positives:  234	False positives:  780	False negatives: 1766	True negatives: 10220

['poi', 'to_messages', 'shared_receipt_with_poi', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'restricted_stock', 'total_payments']
	Accuracy: 0.81564	Precision: 0.16103	Recall: 0.06900	F1: 0.09660	F2: 0.07790
	Total predictions: 14000	True positives:  138	False positives:  719	False negatives: 1862	True negatives: 11281

['poi', 'to_messages', 'shared_receipt_with_poi', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.83543	Precision: 0.38326	Recall: 0.24950	F1: 0.30224	F2: 0.26822
	Total predictions: 14000	True positives:  499	False positives:  803	False negatives: 1501	True negatives: 11197

['poi', 'to_messages', 'shared_receipt_with_poi', 'salary', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'salary', 'total_payments']
	Accuracy: 0.82257	Precision: 0.15625	Recall: 0.05500	F1: 0.08136	F2: 0.06319
	Total predictions: 14000	True positives:  110	False positives:  594	False negatives: 1890	True negatives: 11406

['poi', 'to_messages', 'shared_receipt_with_poi', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'salary', 'exercised_stock_options']
	Accuracy: 0.83223	Precision: 0.41438	Recall: 0.21900	F1: 0.28656	F2: 0.24180
	Total predictions: 13000	True positives:  438	False positives:  619	False negatives: 1562	True negatives: 10381

['poi', 'to_messages', 'shared_receipt_with_poi', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'shared_receipt_with_poi', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84680	Precision: 0.35070	Recall: 0.17500	F1: 0.23349	F2: 0.19449
	Total predictions: 15000	True positives:  350	False positives:  648	False negatives: 1650	True negatives: 12352

['poi', 'to_messages', 'from_messages', 'other', 'director_fees']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'other', 'director_fees']
	Accuracy: 0.29500	Precision: 0.15839	Recall: 0.83050	F1: 0.26604	F2: 0.44923
	Total predictions: 13000	True positives: 1661	False positives: 8826	False negatives:  339	True negatives: 2174

['poi', 'to_messages', 'from_messages', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'other', 'resto_dirfees']
	Accuracy: 0.21508	Precision: 0.15877	Recall: 0.86300	F1: 0.26820	F2: 0.45732
	Total predictions: 12000	True positives: 1726	False positives: 9145	False negatives:  274	True negatives:  855

['poi', 'to_messages', 'from_messages', 'other', 'bonus']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'other', 'bonus']
	Accuracy: 0.78333	Precision: 0.16443	Recall: 0.07350	F1: 0.10159	F2: 0.08264
	Total predictions: 12000	True positives:  147	False positives:  747	False negatives: 1853	True negatives: 9253

['poi', 'to_messages', 'from_messages', 'other', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'other', 'total_stock_value']
	Accuracy: 0.84157	Precision: 0.38855	Recall: 0.19000	F1: 0.25520	F2: 0.21163
	Total predictions: 14000	True positives:  380	False positives:  598	False negatives: 1620	True negatives: 11402

['poi', 'to_messages', 'from_messages', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'other', 'from_poi_to_this_person']
	Accuracy: 0.75708	Precision: 0.09115	Recall: 0.05100	F1: 0.06541	F2: 0.05593
	Total predictions: 12000	True positives:  102	False positives: 1017	False negatives: 1898	True negatives: 8983

['poi', 'to_messages', 'from_messages', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'other', 'from_this_person_to_poi']
	Accuracy: 0.73583	Precision: 0.06985	Recall: 0.04750	F1: 0.05655	F2: 0.05075
	Total predictions: 12000	True positives:   95	False positives: 1265	False negatives: 1905	True negatives: 8735

['poi', 'to_messages', 'from_messages', 'other', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'other', 'restricted_stock']
	Accuracy: 0.79854	Precision: 0.15649	Recall: 0.07050	F1: 0.09721	F2: 0.07920
	Total predictions: 13000	True positives:  141	False positives:  760	False negatives: 1859	True negatives: 10240

['poi', 'to_messages', 'from_messages', 'other', 'salary']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'other', 'salary']
	Accuracy: 0.78725	Precision: 0.16965	Recall: 0.07100	F1: 0.10011	F2: 0.08034
	Total predictions: 12000	True positives:  142	False positives:  695	False negatives: 1858	True negatives: 9305

['poi', 'to_messages', 'from_messages', 'other', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'other', 'total_payments']
	Accuracy: 0.81100	Precision: 0.05510	Recall: 0.02000	F1: 0.02935	F2: 0.02292
	Total predictions: 14000	True positives:   40	False positives:  686	False negatives: 1960	True negatives: 11314

['poi', 'to_messages', 'from_messages', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'other', 'exercised_stock_options']
	Accuracy: 0.83457	Precision: 0.35740	Recall: 0.19800	F1: 0.25483	F2: 0.21739
	Total predictions: 14000	True positives:  396	False positives:  712	False negatives: 1604	True negatives: 11288

['poi', 'to_messages', 'from_messages', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'director_fees', 'resto_dirfees']
	Accuracy: 0.29100	Precision: 0.11813	Recall: 0.94200	F1: 0.20994	F2: 0.39335
	Total predictions: 10000	True positives:  942	False positives: 7032	False negatives:   58	True negatives: 1968

['poi', 'to_messages', 'from_messages', 'director_fees', 'bonus']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'director_fees', 'bonus']
	Accuracy: 0.31800	Precision: 0.18768	Recall: 0.92900	F1: 0.31227	F2: 0.51899
	Total predictions: 12000	True positives: 1858	False positives: 8042	False negatives:  142	True negatives: 1958

['poi', 'to_messages', 'from_messages', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'director_fees', 'total_stock_value']
	Accuracy: 0.28100	Precision: 0.14453	Recall: 0.89300	F1: 0.24880	F2: 0.43867
	Total predictions: 15000	True positives: 1786	False positives: 10571	False negatives:  214	True negatives: 2429

['poi', 'to_messages', 'from_messages', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.29290	Precision: 0.11287	Recall: 0.88500	F1: 0.20020	F2: 0.37370
	Total predictions: 10000	True positives:  885	False positives: 6956	False negatives:  115	True negatives: 2044

['poi', 'to_messages', 'from_messages', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.28410	Precision: 0.11083	Recall: 0.87700	F1: 0.19679	F2: 0.36809
	Total predictions: 10000	True positives:  877	False positives: 7036	False negatives:  123	True negatives: 1964

['poi', 'to_messages', 'from_messages', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'director_fees', 'restricted_stock']
	Accuracy: 0.27564	Precision: 0.14991	Recall: 0.87150	F1: 0.25582	F2: 0.44403
	Total predictions: 14000	True positives: 1743	False positives: 9884	False negatives:  257	True negatives: 2116

['poi', 'to_messages', 'from_messages', 'director_fees', 'salary']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'director_fees', 'salary']
	Accuracy: 0.29169	Precision: 0.16437	Recall: 0.88250	F1: 0.27712	F2: 0.47097
	Total predictions: 13000	True positives: 1765	False positives: 8973	False negatives:  235	True negatives: 2027

['poi', 'to_messages', 'from_messages', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'director_fees', 'total_payments']
	Accuracy: 0.28679	Precision: 0.14845	Recall: 0.84300	F1: 0.25245	F2: 0.43550
	Total predictions: 14000	True positives: 1686	False positives: 9671	False negatives:  314	True negatives: 2329

['poi', 'to_messages', 'from_messages', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.30446	Precision: 0.16613	Recall: 0.87600	F1: 0.27929	F2: 0.47234
	Total predictions: 13000	True positives: 1752	False positives: 8794	False negatives:  248	True negatives: 2206

['poi', 'to_messages', 'from_messages', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'resto_dirfees', 'bonus']
	Accuracy: 0.24627	Precision: 0.18611	Recall: 0.93250	F1: 0.31029	F2: 0.51745
	Total predictions: 11000	True positives: 1865	False positives: 8156	False negatives:  135	True negatives:  844

['poi', 'to_messages', 'from_messages', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.18893	Precision: 0.13944	Recall: 0.90450	F1: 0.24163	F2: 0.43127
	Total predictions: 14000	True positives: 1809	False positives: 11164	False negatives:  191	True negatives:  836

['poi', 'to_messages', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.18856	Precision: 0.10739	Recall: 0.86200	F1: 0.19098	F2: 0.35836
	Total predictions: 9000	True positives:  862	False positives: 7165	False negatives:  138	True negatives:  835

['poi', 'to_messages', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.17711	Precision: 0.10525	Recall: 0.85400	F1: 0.18740	F2: 0.35248
	Total predictions: 9000	True positives:  854	False positives: 7260	False negatives:  146	True negatives:  740

['poi', 'to_messages', 'from_messages', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.21842	Precision: 0.16377	Recall: 0.89850	F1: 0.27704	F2: 0.47357
	Total predictions: 12000	True positives: 1797	False positives: 9176	False negatives:  203	True negatives:  824

['poi', 'to_messages', 'from_messages', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'resto_dirfees', 'salary']
	Accuracy: 0.22308	Precision: 0.16747	Recall: 0.92200	F1: 0.28345	F2: 0.48498
	Total predictions: 12000	True positives: 1844	False positives: 9167	False negatives:  156	True negatives:  833

['poi', 'to_messages', 'from_messages', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'resto_dirfees', 'total_payments']
	Accuracy: 0.21979	Precision: 0.13228	Recall: 0.80250	F1: 0.22713	F2: 0.39860
	Total predictions: 14000	True positives: 1605	False positives: 10528	False negatives:  395	True negatives: 1472

['poi', 'to_messages', 'from_messages', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.20485	Precision: 0.14903	Recall: 0.88500	F1: 0.25510	F2: 0.44524
	Total predictions: 13000	True positives: 1770	False positives: 10107	False negatives:  230	True negatives:  893

['poi', 'to_messages', 'from_messages', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'bonus', 'total_stock_value']
	Accuracy: 0.84136	Precision: 0.41124	Recall: 0.25600	F1: 0.31556	F2: 0.27691
	Total predictions: 14000	True positives:  512	False positives:  733	False negatives: 1488	True negatives: 11267

['poi', 'to_messages', 'from_messages', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.77164	Precision: 0.28268	Recall: 0.16650	F1: 0.20957	F2: 0.18141
	Total predictions: 11000	True positives:  333	False positives:  845	False negatives: 1667	True negatives: 8155

['poi', 'to_messages', 'from_messages', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.74664	Precision: 0.23854	Recall: 0.17950	F1: 0.20485	F2: 0.18885
	Total predictions: 11000	True positives:  359	False positives: 1146	False negatives: 1641	True negatives: 7854

['poi', 'to_messages', 'from_messages', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'bonus', 'restricted_stock']
	Accuracy: 0.79467	Precision: 0.25579	Recall: 0.12150	F1: 0.16475	F2: 0.13575
	Total predictions: 12000	True positives:  243	False positives:  707	False negatives: 1757	True negatives: 9293

['poi', 'to_messages', 'from_messages', 'bonus', 'salary']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'bonus', 'salary']
	Accuracy: 0.79458	Precision: 0.26396	Recall: 0.13000	F1: 0.17420	F2: 0.14469
	Total predictions: 12000	True positives:  260	False positives:  725	False negatives: 1740	True negatives: 9275

['poi', 'to_messages', 'from_messages', 'bonus', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'bonus', 'total_payments']
	Accuracy: 0.82400	Precision: 0.18219	Recall: 0.06650	F1: 0.09744	F2: 0.07617
	Total predictions: 14000	True positives:  133	False positives:  597	False negatives: 1867	True negatives: 11403

['poi', 'to_messages', 'from_messages', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'bonus', 'exercised_stock_options']
	Accuracy: 0.83092	Precision: 0.41990	Recall: 0.25950	F1: 0.32077	F2: 0.28097
	Total predictions: 13000	True positives:  519	False positives:  717	False negatives: 1481	True negatives: 10283

['poi', 'to_messages', 'from_messages', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.86014	Precision: 0.51974	Recall: 0.27650	F1: 0.36097	F2: 0.30505
	Total predictions: 14000	True positives:  553	False positives:  511	False negatives: 1447	True negatives: 11489

['poi', 'to_messages', 'from_messages', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.86193	Precision: 0.53224	Recall: 0.27650	F1: 0.36394	F2: 0.30590
	Total predictions: 14000	True positives:  553	False positives:  486	False negatives: 1447	True negatives: 11514

['poi', 'to_messages', 'from_messages', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.85886	Precision: 0.51165	Recall: 0.26350	F1: 0.34785	F2: 0.29181
	Total predictions: 14000	True positives:  527	False positives:  503	False negatives: 1473	True negatives: 11497

['poi', 'to_messages', 'from_messages', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'total_stock_value', 'salary']
	Accuracy: 0.84814	Precision: 0.44531	Recall: 0.25650	F1: 0.32551	F2: 0.28027
	Total predictions: 14000	True positives:  513	False positives:  639	False negatives: 1487	True negatives: 11361

['poi', 'to_messages', 'from_messages', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'total_stock_value', 'total_payments']
	Accuracy: 0.85053	Precision: 0.37370	Recall: 0.17900	F1: 0.24206	F2: 0.19982
	Total predictions: 15000	True positives:  358	False positives:  600	False negatives: 1642	True negatives: 12400

['poi', 'to_messages', 'from_messages', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.84193	Precision: 0.41950	Recall: 0.27750	F1: 0.33404	F2: 0.29765
	Total predictions: 14000	True positives:  555	False positives:  768	False negatives: 1445	True negatives: 11232

['poi', 'to_messages', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.82067	Precision: 0.00643	Recall: 0.00400	F1: 0.00493	F2: 0.00433
	Total predictions: 9000	True positives:    4	False positives:  618	False negatives:  996	True negatives: 7382

['poi', 'to_messages', 'from_messages', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.79492	Precision: 0.23229	Recall: 0.10000	F1: 0.13981	F2: 0.11285
	Total predictions: 12000	True positives:  200	False positives:  661	False negatives: 1800	True negatives: 9339

['poi', 'to_messages', 'from_messages', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.77567	Precision: 0.23668	Recall: 0.15550	F1: 0.18769	F2: 0.16695
	Total predictions: 12000	True positives:  311	False positives: 1003	False negatives: 1689	True negatives: 8997

['poi', 'to_messages', 'from_messages', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.82914	Precision: 0.16892	Recall: 0.05000	F1: 0.07716	F2: 0.05819
	Total predictions: 14000	True positives:  100	False positives:  492	False negatives: 1900	True negatives: 11508

['poi', 'to_messages', 'from_messages', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.84042	Precision: 0.53832	Recall: 0.29850	F1: 0.38405	F2: 0.32770
	Total predictions: 12000	True positives:  597	False positives:  512	False negatives: 1403	True negatives: 9488

['poi', 'to_messages', 'from_messages', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.77183	Precision: 0.18515	Recall: 0.10850	F1: 0.13682	F2: 0.11829
	Total predictions: 12000	True positives:  217	False positives:  955	False negatives: 1783	True negatives: 9045

['poi', 'to_messages', 'from_messages', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.75142	Precision: 0.19300	Recall: 0.15450	F1: 0.17162	F2: 0.16092
	Total predictions: 12000	True positives:  309	False positives: 1292	False negatives: 1691	True negatives: 8708

['poi', 'to_messages', 'from_messages', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.82864	Precision: 0.16583	Recall: 0.04950	F1: 0.07624	F2: 0.05758
	Total predictions: 14000	True positives:   99	False positives:  498	False negatives: 1901	True negatives: 11502

['poi', 'to_messages', 'from_messages', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.84067	Precision: 0.54015	Recall: 0.29600	F1: 0.38243	F2: 0.32542
	Total predictions: 12000	True positives:  592	False positives:  504	False negatives: 1408	True negatives: 9496

['poi', 'to_messages', 'from_messages', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'restricted_stock', 'salary']
	Accuracy: 0.81446	Precision: 0.28631	Recall: 0.13800	F1: 0.18623	F2: 0.15395
	Total predictions: 13000	True positives:  276	False positives:  688	False negatives: 1724	True negatives: 10312

['poi', 'to_messages', 'from_messages', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'restricted_stock', 'total_payments']
	Accuracy: 0.83079	Precision: 0.21395	Recall: 0.06900	F1: 0.10435	F2: 0.07981
	Total predictions: 14000	True positives:  138	False positives:  507	False negatives: 1862	True negatives: 11493

['poi', 'to_messages', 'from_messages', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84350	Precision: 0.42329	Recall: 0.26350	F1: 0.32481	F2: 0.28502
	Total predictions: 14000	True positives:  527	False positives:  718	False negatives: 1473	True negatives: 11282

['poi', 'to_messages', 'from_messages', 'salary', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'salary', 'total_payments']
	Accuracy: 0.82971	Precision: 0.18317	Recall: 0.05550	F1: 0.08519	F2: 0.06449
	Total predictions: 14000	True positives:  111	False positives:  495	False negatives: 1889	True negatives: 11505

['poi', 'to_messages', 'from_messages', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'salary', 'exercised_stock_options']
	Accuracy: 0.84046	Precision: 0.46642	Recall: 0.25700	F1: 0.33140	F2: 0.28236
	Total predictions: 13000	True positives:  514	False positives:  588	False negatives: 1486	True negatives: 10412

['poi', 'to_messages', 'from_messages', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'from_messages', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85413	Precision: 0.39693	Recall: 0.18100	F1: 0.24863	F2: 0.20310
	Total predictions: 15000	True positives:  362	False positives:  550	False negatives: 1638	True negatives: 12450

['poi', 'to_messages', 'other', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'to_messages', 'other', 'director_fees', 'resto_dirfees']
	Accuracy: 0.27462	Precision: 0.16813	Recall: 0.94100	F1: 0.28528	F2: 0.49026
	Total predictions: 13000	True positives: 1882	False positives: 9312	False negatives:  118	True negatives: 1688

['poi', 'to_messages', 'other', 'director_fees', 'bonus']
GaussianNB()
['poi', 'to_messages', 'other', 'director_fees', 'bonus']
	Accuracy: 0.27762	Precision: 0.16871	Recall: 0.94100	F1: 0.28613	F2: 0.49126
	Total predictions: 13000	True positives: 1882	False positives: 9273	False negatives:  118	True negatives: 1727

['poi', 'to_messages', 'other', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'other', 'director_fees', 'total_stock_value']
	Accuracy: 0.26867	Precision: 0.13964	Recall: 0.86900	F1: 0.24062	F2: 0.42502
	Total predictions: 15000	True positives: 1738	False positives: 10708	False negatives:  262	True negatives: 2292

['poi', 'to_messages', 'other', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'other', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.26946	Precision: 0.16068	Recall: 0.88750	F1: 0.27209	F2: 0.46595
	Total predictions: 13000	True positives: 1775	False positives: 9272	False negatives:  225	True negatives: 1728

['poi', 'to_messages', 'other', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'other', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.26462	Precision: 0.15264	Recall: 0.83050	F1: 0.25788	F2: 0.43984
	Total predictions: 13000	True positives: 1661	False positives: 9221	False negatives:  339	True negatives: 1779

['poi', 'to_messages', 'other', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'other', 'director_fees', 'restricted_stock']
	Accuracy: 0.24986	Precision: 0.14687	Recall: 0.88400	F1: 0.25189	F2: 0.44116
	Total predictions: 14000	True positives: 1768	False positives: 10270	False negatives:  232	True negatives: 1730

['poi', 'to_messages', 'other', 'director_fees', 'salary']
GaussianNB()
['poi', 'to_messages', 'other', 'director_fees', 'salary']
	Accuracy: 0.26685	Precision: 0.15920	Recall: 0.87950	F1: 0.26960	F2: 0.46170
	Total predictions: 13000	True positives: 1759	False positives: 9290	False negatives:  241	True negatives: 1710

['poi', 'to_messages', 'other', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'other', 'director_fees', 'total_payments']
	Accuracy: 0.69514	Precision: 0.14046	Recall: 0.22150	F1: 0.17191	F2: 0.19858
	Total predictions: 14000	True positives:  443	False positives: 2711	False negatives: 1557	True negatives: 9289

['poi', 'to_messages', 'other', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'other', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.25540	Precision: 0.13882	Recall: 0.88100	F1: 0.23984	F2: 0.42575
	Total predictions: 15000	True positives: 1762	False positives: 10931	False negatives:  238	True negatives: 2069

['poi', 'to_messages', 'other', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'to_messages', 'other', 'resto_dirfees', 'bonus']
	Accuracy: 0.19383	Precision: 0.16401	Recall: 0.93650	F1: 0.27914	F2: 0.48223
	Total predictions: 12000	True positives: 1873	False positives: 9547	False negatives:  127	True negatives:  453

['poi', 'to_messages', 'other', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'other', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.21936	Precision: 0.13600	Recall: 0.83400	F1: 0.23386	F2: 0.41155
	Total predictions: 14000	True positives: 1668	False positives: 10597	False negatives:  332	True negatives: 1403

['poi', 'to_messages', 'other', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'other', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.18775	Precision: 0.15833	Recall: 0.89750	F1: 0.26918	F2: 0.46414
	Total predictions: 12000	True positives: 1795	False positives: 9542	False negatives:  205	True negatives:  458

['poi', 'to_messages', 'other', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'other', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.17942	Precision: 0.14959	Recall: 0.83750	F1: 0.25385	F2: 0.43627
	Total predictions: 12000	True positives: 1675	False positives: 9522	False negatives:  325	True negatives:  478

['poi', 'to_messages', 'other', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'other', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.17277	Precision: 0.14432	Recall: 0.88800	F1: 0.24829	F2: 0.43731
	Total predictions: 13000	True positives: 1776	False positives: 10530	False negatives:  224	True negatives:  470

['poi', 'to_messages', 'other', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'to_messages', 'other', 'resto_dirfees', 'salary']
	Accuracy: 0.18883	Precision: 0.15614	Recall: 0.87800	F1: 0.26514	F2: 0.45620
	Total predictions: 12000	True positives: 1756	False positives: 9490	False negatives:  244	True negatives:  510

['poi', 'to_messages', 'other', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'other', 'resto_dirfees', 'total_payments']
	Accuracy: 0.22429	Precision: 0.13267	Recall: 0.80000	F1: 0.22760	F2: 0.39880
	Total predictions: 14000	True positives: 1600	False positives: 10460	False negatives:  400	True negatives: 1540

['poi', 'to_messages', 'other', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'other', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.20293	Precision: 0.13617	Recall: 0.85700	F1: 0.23500	F2: 0.41628
	Total predictions: 14000	True positives: 1714	False positives: 10873	False negatives:  286	True negatives: 1127

['poi', 'to_messages', 'other', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'other', 'bonus', 'total_stock_value']
	Accuracy: 0.83314	Precision: 0.34615	Recall: 0.18900	F1: 0.24450	F2: 0.20788
	Total predictions: 14000	True positives:  378	False positives:  714	False negatives: 1622	True negatives: 11286

['poi', 'to_messages', 'other', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'other', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.79883	Precision: 0.21170	Recall: 0.07600	F1: 0.11185	F2: 0.08718
	Total predictions: 12000	True positives:  152	False positives:  566	False negatives: 1848	True negatives: 9434

['poi', 'to_messages', 'other', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'other', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.78975	Precision: 0.16688	Recall: 0.06550	F1: 0.09408	F2: 0.07456
	Total predictions: 12000	True positives:  131	False positives:  654	False negatives: 1869	True negatives: 9346

['poi', 'to_messages', 'other', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'other', 'bonus', 'restricted_stock']
	Accuracy: 0.80031	Precision: 0.15904	Recall: 0.06950	F1: 0.09673	F2: 0.07832
	Total predictions: 13000	True positives:  139	False positives:  735	False negatives: 1861	True negatives: 10265

['poi', 'to_messages', 'other', 'bonus', 'salary']
GaussianNB()
['poi', 'to_messages', 'other', 'bonus', 'salary']
	Accuracy: 0.79967	Precision: 0.18536	Recall: 0.05950	F1: 0.09008	F2: 0.06885
	Total predictions: 12000	True positives:  119	False positives:  523	False negatives: 1881	True negatives: 9477

['poi', 'to_messages', 'other', 'bonus', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'other', 'bonus', 'total_payments']
	Accuracy: 0.82214	Precision: 0.17763	Recall: 0.06750	F1: 0.09783	F2: 0.07705
	Total predictions: 14000	True positives:  135	False positives:  625	False negatives: 1865	True negatives: 11375

['poi', 'to_messages', 'other', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'other', 'bonus', 'exercised_stock_options']
	Accuracy: 0.83714	Precision: 0.36193	Recall: 0.18350	F1: 0.24353	F2: 0.20357
	Total predictions: 14000	True positives:  367	False positives:  647	False negatives: 1633	True negatives: 11353

['poi', 'to_messages', 'other', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'other', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.84307	Precision: 0.39188	Recall: 0.17850	F1: 0.24528	F2: 0.20031
	Total predictions: 14000	True positives:  357	False positives:  554	False negatives: 1643	True negatives: 11446

['poi', 'to_messages', 'other', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'other', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.84364	Precision: 0.39512	Recall: 0.17800	F1: 0.24543	F2: 0.19998
	Total predictions: 14000	True positives:  356	False positives:  545	False negatives: 1644	True negatives: 11455

['poi', 'to_messages', 'other', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'other', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.84657	Precision: 0.41553	Recall: 0.18200	F1: 0.25313	F2: 0.20505
	Total predictions: 14000	True positives:  364	False positives:  512	False negatives: 1636	True negatives: 11488

['poi', 'to_messages', 'other', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'to_messages', 'other', 'total_stock_value', 'salary']
	Accuracy: 0.84157	Precision: 0.38280	Recall: 0.17800	F1: 0.24300	F2: 0.19933
	Total predictions: 14000	True positives:  356	False positives:  574	False negatives: 1644	True negatives: 11426

['poi', 'to_messages', 'other', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'other', 'total_stock_value', 'total_payments']
	Accuracy: 0.83893	Precision: 0.31159	Recall: 0.17200	F1: 0.22165	F2: 0.18893
	Total predictions: 15000	True positives:  344	False positives:  760	False negatives: 1656	True negatives: 12240

['poi', 'to_messages', 'other', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'other', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.84843	Precision: 0.44135	Recall: 0.22950	F1: 0.30197	F2: 0.25387
	Total predictions: 14000	True positives:  459	False positives:  581	False negatives: 1541	True negatives: 11419

['poi', 'to_messages', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.78408	Precision: 0.00336	Recall: 0.00100	F1: 0.00154	F2: 0.00116
	Total predictions: 12000	True positives:    2	False positives:  593	False negatives: 1998	True negatives: 9407

['poi', 'to_messages', 'other', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'other', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.80638	Precision: 0.15115	Recall: 0.05600	F1: 0.08172	F2: 0.06407
	Total predictions: 13000	True positives:  112	False positives:  629	False negatives: 1888	True negatives: 10371

['poi', 'to_messages', 'other', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'to_messages', 'other', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.80308	Precision: 0.16327	Recall: 0.04400	F1: 0.06932	F2: 0.05153
	Total predictions: 12000	True positives:   88	False positives:  451	False negatives: 1912	True negatives: 9549

['poi', 'to_messages', 'other', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'other', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.82121	Precision: 0.02991	Recall: 0.00800	F1: 0.01262	F2: 0.00937
	Total predictions: 14000	True positives:   16	False positives:  519	False negatives: 1984	True negatives: 11481

['poi', 'to_messages', 'other', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'other', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.84143	Precision: 0.38248	Recall: 0.17900	F1: 0.24387	F2: 0.20031
	Total predictions: 14000	True positives:  358	False positives:  578	False negatives: 1642	True negatives: 11422

['poi', 'to_messages', 'other', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'other', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.79554	Precision: 0.12184	Recall: 0.05300	F1: 0.07387	F2: 0.05975
	Total predictions: 13000	True positives:  106	False positives:  764	False negatives: 1894	True negatives: 10236

['poi', 'to_messages', 'other', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'to_messages', 'other', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.79708	Precision: 0.14519	Recall: 0.04450	F1: 0.06812	F2: 0.05167
	Total predictions: 12000	True positives:   89	False positives:  524	False negatives: 1911	True negatives: 9476

['poi', 'to_messages', 'other', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'other', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.82136	Precision: 0.02825	Recall: 0.00750	F1: 0.01185	F2: 0.00879
	Total predictions: 14000	True positives:   15	False positives:  516	False negatives: 1985	True negatives: 11484

['poi', 'to_messages', 'other', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'other', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.84300	Precision: 0.39168	Recall: 0.17900	F1: 0.24571	F2: 0.20081
	Total predictions: 14000	True positives:  358	False positives:  556	False negatives: 1642	True negatives: 11444

['poi', 'to_messages', 'other', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'to_messages', 'other', 'restricted_stock', 'salary']
	Accuracy: 0.81208	Precision: 0.16792	Recall: 0.05600	F1: 0.08399	F2: 0.06461
	Total predictions: 13000	True positives:  112	False positives:  555	False negatives: 1888	True negatives: 10445

['poi', 'to_messages', 'other', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'other', 'restricted_stock', 'total_payments']
	Accuracy: 0.82164	Precision: 0.17601	Recall: 0.06750	F1: 0.09758	F2: 0.07699
	Total predictions: 14000	True positives:  135	False positives:  632	False negatives: 1865	True negatives: 11368

['poi', 'to_messages', 'other', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'other', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84136	Precision: 0.38643	Recall: 0.18800	F1: 0.25294	F2: 0.20952
	Total predictions: 14000	True positives:  376	False positives:  597	False negatives: 1624	True negatives: 11403

['poi', 'to_messages', 'other', 'salary', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'other', 'salary', 'total_payments']
	Accuracy: 0.82979	Precision: 0.17597	Recall: 0.05200	F1: 0.08028	F2: 0.06053
	Total predictions: 14000	True positives:  104	False positives:  487	False negatives: 1896	True negatives: 11513

['poi', 'to_messages', 'other', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'other', 'salary', 'exercised_stock_options']
	Accuracy: 0.84093	Precision: 0.38015	Recall: 0.18000	F1: 0.24432	F2: 0.20118
	Total predictions: 14000	True positives:  360	False positives:  587	False negatives: 1640	True negatives: 11413

['poi', 'to_messages', 'other', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'other', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84487	Precision: 0.33666	Recall: 0.16850	F1: 0.22459	F2: 0.18720
	Total predictions: 15000	True positives:  337	False positives:  664	False negatives: 1663	True negatives: 12336

['poi', 'to_messages', 'director_fees', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'resto_dirfees', 'bonus']
	Accuracy: 0.29667	Precision: 0.19157	Recall: 1.00000	F1: 0.32154	F2: 0.54230
	Total predictions: 12000	True positives: 2000	False positives: 8440	False negatives:    0	True negatives: 1560

['poi', 'to_messages', 'director_fees', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.24947	Precision: 0.15022	Recall: 0.99400	F1: 0.26100	F2: 0.46812
	Total predictions: 15000	True positives: 1988	False positives: 11246	False negatives:   12	True negatives: 1754

['poi', 'to_messages', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.27320	Precision: 0.12095	Recall: 1.00000	F1: 0.21580	F2: 0.40756
	Total predictions: 10000	True positives: 1000	False positives: 7268	False negatives:    0	True negatives: 1732

['poi', 'to_messages', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.26780	Precision: 0.11479	Recall: 0.94200	F1: 0.20465	F2: 0.38588
	Total predictions: 10000	True positives:  942	False positives: 7264	False negatives:   58	True negatives: 1736

['poi', 'to_messages', 'director_fees', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.26179	Precision: 0.16165	Recall: 0.99550	F1: 0.27813	F2: 0.48998
	Total predictions: 14000	True positives: 1991	False positives: 10326	False negatives:    9	True negatives: 1674

['poi', 'to_messages', 'director_fees', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'resto_dirfees', 'salary']
	Accuracy: 0.27769	Precision: 0.17456	Recall: 0.99100	F1: 0.29684	F2: 0.51204
	Total predictions: 13000	True positives: 1982	False positives: 9372	False negatives:   18	True negatives: 1628

['poi', 'to_messages', 'director_fees', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'resto_dirfees', 'total_payments']
	Accuracy: 0.25607	Precision: 0.15476	Recall: 0.94300	F1: 0.26588	F2: 0.46713
	Total predictions: 14000	True positives: 1886	False positives: 10301	False negatives:  114	True negatives: 1699

['poi', 'to_messages', 'director_fees', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.27823	Precision: 0.17444	Recall: 0.98900	F1: 0.29657	F2: 0.51140
	Total predictions: 13000	True positives: 1978	False positives: 9361	False negatives:   22	True negatives: 1639

['poi', 'to_messages', 'director_fees', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'bonus', 'total_stock_value']
	Accuracy: 0.25187	Precision: 0.15063	Recall: 0.99400	F1: 0.26161	F2: 0.46891
	Total predictions: 15000	True positives: 1988	False positives: 11210	False negatives:   12	True negatives: 1790

['poi', 'to_messages', 'director_fees', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.29783	Precision: 0.19147	Recall: 0.99700	F1: 0.32125	F2: 0.54144
	Total predictions: 12000	True positives: 1994	False positives: 8420	False negatives:    6	True negatives: 1580

['poi', 'to_messages', 'director_fees', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.28850	Precision: 0.18169	Recall: 0.93300	F1: 0.30416	F2: 0.51067
	Total predictions: 12000	True positives: 1866	False positives: 8404	False negatives:  134	True negatives: 1596

['poi', 'to_messages', 'director_fees', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'bonus', 'restricted_stock']
	Accuracy: 0.26407	Precision: 0.16190	Recall: 0.99400	F1: 0.27845	F2: 0.49016
	Total predictions: 14000	True positives: 1988	False positives: 10291	False negatives:   12	True negatives: 1709

['poi', 'to_messages', 'director_fees', 'bonus', 'salary']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'bonus', 'salary']
	Accuracy: 0.27931	Precision: 0.17454	Recall: 0.98800	F1: 0.29667	F2: 0.51136
	Total predictions: 13000	True positives: 1976	False positives: 9345	False negatives:   24	True negatives: 1655

['poi', 'to_messages', 'director_fees', 'bonus', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'bonus', 'total_payments']
	Accuracy: 0.65500	Precision: 0.21723	Recall: 0.54350	F1: 0.31039	F2: 0.41795
	Total predictions: 14000	True positives: 1087	False positives: 3917	False negatives:  913	True negatives: 8083

['poi', 'to_messages', 'director_fees', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'bonus', 'exercised_stock_options']
	Accuracy: 0.25979	Precision: 0.16144	Recall: 0.99700	F1: 0.27789	F2: 0.48990
	Total predictions: 14000	True positives: 1994	False positives: 10357	False negatives:    6	True negatives: 1643

['poi', 'to_messages', 'director_fees', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.24600	Precision: 0.14476	Recall: 0.94850	F1: 0.25119	F2: 0.44944
	Total predictions: 15000	True positives: 1897	False positives: 11207	False negatives:  103	True negatives: 1793

['poi', 'to_messages', 'director_fees', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.24600	Precision: 0.14476	Recall: 0.94850	F1: 0.25119	F2: 0.44944
	Total predictions: 15000	True positives: 1897	False positives: 11207	False negatives:  103	True negatives: 1793

['poi', 'to_messages', 'director_fees', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.24933	Precision: 0.14516	Recall: 0.94700	F1: 0.25173	F2: 0.44992
	Total predictions: 15000	True positives: 1894	False positives: 11154	False negatives:  106	True negatives: 1846

['poi', 'to_messages', 'director_fees', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'total_stock_value', 'salary']
	Accuracy: 0.24233	Precision: 0.14454	Recall: 0.95200	F1: 0.25097	F2: 0.44963
	Total predictions: 15000	True positives: 1904	False positives: 11269	False negatives:   96	True negatives: 1731

['poi', 'to_messages', 'director_fees', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'total_stock_value', 'total_payments']
	Accuracy: 0.73153	Precision: 0.20305	Recall: 0.34650	F1: 0.25605	F2: 0.30360
	Total predictions: 15000	True positives:  693	False positives: 2720	False negatives: 1307	True negatives: 10280

['poi', 'to_messages', 'director_fees', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.43920	Precision: 0.15872	Recall: 0.74550	F1: 0.26172	F2: 0.42860
	Total predictions: 15000	True positives: 1491	False positives: 7903	False negatives:  509	True negatives: 5097

['poi', 'to_messages', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.26420	Precision: 0.10772	Recall: 0.87300	F1: 0.19178	F2: 0.36062
	Total predictions: 10000	True positives:  873	False positives: 7231	False negatives:  127	True negatives: 1769

['poi', 'to_messages', 'director_fees', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.25521	Precision: 0.15392	Recall: 0.93700	F1: 0.26441	F2: 0.46444
	Total predictions: 14000	True positives: 1874	False positives: 10301	False negatives:  126	True negatives: 1699

['poi', 'to_messages', 'director_fees', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.27108	Precision: 0.16773	Recall: 0.94350	F1: 0.28483	F2: 0.49013
	Total predictions: 13000	True positives: 1887	False positives: 9363	False negatives:  113	True negatives: 1637

['poi', 'to_messages', 'director_fees', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.25407	Precision: 0.14876	Recall: 0.89400	F1: 0.25508	F2: 0.44658
	Total predictions: 14000	True positives: 1788	False positives: 10231	False negatives:  212	True negatives: 1769

['poi', 'to_messages', 'director_fees', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.27369	Precision: 0.16723	Recall: 0.93500	F1: 0.28372	F2: 0.48744
	Total predictions: 13000	True positives: 1870	False positives: 9312	False negatives:  130	True negatives: 1688

['poi', 'to_messages', 'director_fees', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.24607	Precision: 0.14476	Recall: 0.87150	F1: 0.24827	F2: 0.43486
	Total predictions: 14000	True positives: 1743	False positives: 10298	False negatives:  257	True negatives: 1702

['poi', 'to_messages', 'director_fees', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.26515	Precision: 0.15888	Recall: 0.87950	F1: 0.26915	F2: 0.46117
	Total predictions: 13000	True positives: 1759	False positives: 9312	False negatives:  241	True negatives: 1688

['poi', 'to_messages', 'director_fees', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.25486	Precision: 0.14826	Recall: 0.88850	F1: 0.25411	F2: 0.44456
	Total predictions: 14000	True positives: 1777	False positives: 10209	False negatives:  223	True negatives: 1791

['poi', 'to_messages', 'director_fees', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.27377	Precision: 0.16725	Recall: 0.93500	F1: 0.28374	F2: 0.48746
	Total predictions: 13000	True positives: 1870	False positives: 9311	False negatives:  130	True negatives: 1689

['poi', 'to_messages', 'director_fees', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'restricted_stock', 'salary']
	Accuracy: 0.25657	Precision: 0.15382	Recall: 0.93400	F1: 0.26414	F2: 0.46366
	Total predictions: 14000	True positives: 1868	False positives: 10276	False negatives:  132	True negatives: 1724

['poi', 'to_messages', 'director_fees', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'restricted_stock', 'total_payments']
	Accuracy: 0.63650	Precision: 0.16620	Recall: 0.38450	F1: 0.23208	F2: 0.30451
	Total predictions: 14000	True positives:  769	False positives: 3858	False negatives: 1231	True negatives: 8142

['poi', 'to_messages', 'director_fees', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.24780	Precision: 0.14501	Recall: 0.94800	F1: 0.25154	F2: 0.44982
	Total predictions: 15000	True positives: 1896	False positives: 11179	False negatives:  104	True negatives: 1821

['poi', 'to_messages', 'director_fees', 'salary', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'salary', 'total_payments']
	Accuracy: 0.49907	Precision: 0.17553	Recall: 0.67800	F1: 0.27887	F2: 0.43116
	Total predictions: 14000	True positives: 1356	False positives: 6369	False negatives:  644	True negatives: 5631

['poi', 'to_messages', 'director_fees', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'salary', 'exercised_stock_options']
	Accuracy: 0.25643	Precision: 0.15482	Recall: 0.94300	F1: 0.26597	F2: 0.46725
	Total predictions: 14000	True positives: 1886	False positives: 10296	False negatives:  114	True negatives: 1704

['poi', 'to_messages', 'director_fees', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'director_fees', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.73287	Precision: 0.20752	Recall: 0.35600	F1: 0.26220	F2: 0.31143
	Total predictions: 15000	True positives:  712	False positives: 2719	False negatives: 1288	True negatives: 10281

['poi', 'to_messages', 'resto_dirfees', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'bonus', 'total_stock_value']
	Accuracy: 0.21214	Precision: 0.14978	Recall: 0.96550	F1: 0.25933	F2: 0.46214
	Total predictions: 14000	True positives: 1931	False positives: 10961	False negatives:   69	True negatives: 1039

['poi', 'to_messages', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.22045	Precision: 0.18877	Recall: 0.99700	F1: 0.31744	F2: 0.53709
	Total predictions: 11000	True positives: 1994	False positives: 8569	False negatives:    6	True negatives:  431

['poi', 'to_messages', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.21055	Precision: 0.17921	Recall: 0.93350	F1: 0.30069	F2: 0.50684
	Total predictions: 11000	True positives: 1867	False positives: 8551	False negatives:  133	True negatives:  449

['poi', 'to_messages', 'resto_dirfees', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'bonus', 'restricted_stock']
	Accuracy: 0.18662	Precision: 0.15824	Recall: 0.99250	F1: 0.27296	F2: 0.48311
	Total predictions: 13000	True positives: 1985	False positives: 10559	False negatives:   15	True negatives:  441

['poi', 'to_messages', 'resto_dirfees', 'bonus', 'salary']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'bonus', 'salary']
	Accuracy: 0.20283	Precision: 0.17235	Recall: 0.99500	F1: 0.29381	F2: 0.50906
	Total predictions: 12000	True positives: 1990	False positives: 9556	False negatives:   10	True negatives:  444

['poi', 'to_messages', 'resto_dirfees', 'bonus', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'bonus', 'total_payments']
	Accuracy: 0.22679	Precision: 0.14111	Recall: 0.86750	F1: 0.24274	F2: 0.42745
	Total predictions: 14000	True positives: 1735	False positives: 10560	False negatives:  265	True negatives: 1440

['poi', 'to_messages', 'resto_dirfees', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'bonus', 'exercised_stock_options']
	Accuracy: 0.22277	Precision: 0.16239	Recall: 0.97450	F1: 0.27839	F2: 0.48720
	Total predictions: 13000	True positives: 1949	False positives: 10053	False negatives:   51	True negatives:  947

['poi', 'to_messages', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.16786	Precision: 0.14142	Recall: 0.95150	F1: 0.24625	F2: 0.44347
	Total predictions: 14000	True positives: 1903	False positives: 11553	False negatives:   97	True negatives:  447

['poi', 'to_messages', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.16843	Precision: 0.14119	Recall: 0.94850	F1: 0.24579	F2: 0.44248
	Total predictions: 14000	True positives: 1897	False positives: 11539	False negatives:  103	True negatives:  461

['poi', 'to_messages', 'resto_dirfees', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.20750	Precision: 0.14274	Recall: 0.90850	F1: 0.24672	F2: 0.43827
	Total predictions: 14000	True positives: 1817	False positives: 10912	False negatives:  183	True negatives: 1088

['poi', 'to_messages', 'resto_dirfees', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'total_stock_value', 'salary']
	Accuracy: 0.20143	Precision: 0.14468	Recall: 0.93450	F1: 0.25057	F2: 0.44674
	Total predictions: 14000	True positives: 1869	False positives: 11049	False negatives:  131	True negatives:  951

['poi', 'to_messages', 'resto_dirfees', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'total_stock_value', 'total_payments']
	Accuracy: 0.21547	Precision: 0.12678	Recall: 0.82950	F1: 0.21994	F2: 0.39339
	Total predictions: 15000	True positives: 1659	False positives: 11427	False negatives:  341	True negatives: 1573

['poi', 'to_messages', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.21671	Precision: 0.14250	Recall: 0.89350	F1: 0.24580	F2: 0.43500
	Total predictions: 14000	True positives: 1787	False positives: 10753	False negatives:  213	True negatives: 1247

['poi', 'to_messages', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.14567	Precision: 0.10142	Recall: 0.85100	F1: 0.18124	F2: 0.34339
	Total predictions: 9000	True positives:  851	False positives: 7540	False negatives:  149	True negatives:  460

['poi', 'to_messages', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.19383	Precision: 0.16542	Recall: 0.94850	F1: 0.28170	F2: 0.48721
	Total predictions: 12000	True positives: 1897	False positives: 9571	False negatives:  103	True negatives:  429

['poi', 'to_messages', 'resto_dirfees', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.19817	Precision: 0.16832	Recall: 0.96700	F1: 0.28673	F2: 0.49615
	Total predictions: 12000	True positives: 1934	False positives: 9556	False negatives:   66	True negatives:  444

['poi', 'to_messages', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.22021	Precision: 0.13362	Recall: 0.81300	F1: 0.22952	F2: 0.40309
	Total predictions: 14000	True positives: 1626	False positives: 10543	False negatives:  374	True negatives: 1457

['poi', 'to_messages', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.18092	Precision: 0.15208	Recall: 0.94500	F1: 0.26199	F2: 0.46260
	Total predictions: 13000	True positives: 1890	False positives: 10538	False negatives:  110	True negatives:  462

['poi', 'to_messages', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.18208	Precision: 0.15460	Recall: 0.87450	F1: 0.26275	F2: 0.45280
	Total predictions: 12000	True positives: 1749	False positives: 9564	False negatives:  251	True negatives:  436

['poi', 'to_messages', 'resto_dirfees', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.18842	Precision: 0.15802	Recall: 0.89400	F1: 0.26857	F2: 0.46285
	Total predictions: 12000	True positives: 1788	False positives: 9527	False negatives:  212	True negatives:  473

['poi', 'to_messages', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.22021	Precision: 0.13338	Recall: 0.81100	F1: 0.22908	F2: 0.40226
	Total predictions: 14000	True positives: 1622	False positives: 10539	False negatives:  378	True negatives: 1461

['poi', 'to_messages', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.18377	Precision: 0.15180	Recall: 0.93850	F1: 0.26133	F2: 0.46084
	Total predictions: 13000	True positives: 1877	False positives: 10488	False negatives:  123	True negatives:  512

['poi', 'to_messages', 'resto_dirfees', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'restricted_stock', 'salary']
	Accuracy: 0.17962	Precision: 0.15097	Recall: 0.93700	F1: 0.26004	F2: 0.45902
	Total predictions: 13000	True positives: 1874	False positives: 10539	False negatives:  126	True negatives:  461

['poi', 'to_messages', 'resto_dirfees', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'restricted_stock', 'total_payments']
	Accuracy: 0.20721	Precision: 0.13147	Recall: 0.81150	F1: 0.22628	F2: 0.39887
	Total predictions: 14000	True positives: 1623	False positives: 10722	False negatives:  377	True negatives: 1278

['poi', 'to_messages', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.20014	Precision: 0.14227	Recall: 0.91450	F1: 0.24623	F2: 0.43848
	Total predictions: 14000	True positives: 1829	False positives: 11027	False negatives:  171	True negatives:  973

['poi', 'to_messages', 'resto_dirfees', 'salary', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'salary', 'total_payments']
	Accuracy: 0.21979	Precision: 0.13349	Recall: 0.81250	F1: 0.22931	F2: 0.40277
	Total predictions: 14000	True positives: 1625	False positives: 10548	False negatives:  375	True negatives: 1452

['poi', 'to_messages', 'resto_dirfees', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'salary', 'exercised_stock_options']
	Accuracy: 0.19007	Precision: 0.14352	Recall: 0.94000	F1: 0.24902	F2: 0.44552
	Total predictions: 14000	True positives: 1880	False positives: 11219	False negatives:  120	True negatives:  781

['poi', 'to_messages', 'resto_dirfees', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'resto_dirfees', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.22193	Precision: 0.12795	Recall: 0.83150	F1: 0.22178	F2: 0.39601
	Total predictions: 15000	True positives: 1663	False positives: 11334	False negatives:  337	True negatives: 1666

['poi', 'to_messages', 'bonus', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'to_messages', 'bonus', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.84343	Precision: 0.41623	Recall: 0.23850	F1: 0.30324	F2: 0.26077
	Total predictions: 14000	True positives:  477	False positives:  669	False negatives: 1523	True negatives: 11331

['poi', 'to_messages', 'bonus', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'bonus', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.84479	Precision: 0.42297	Recall: 0.23750	F1: 0.30419	F2: 0.26033
	Total predictions: 14000	True positives:  475	False positives:  648	False negatives: 1525	True negatives: 11352

['poi', 'to_messages', 'bonus', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'bonus', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.84179	Precision: 0.40913	Recall: 0.24200	F1: 0.30412	F2: 0.26353
	Total predictions: 14000	True positives:  484	False positives:  699	False negatives: 1516	True negatives: 11301

['poi', 'to_messages', 'bonus', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'to_messages', 'bonus', 'total_stock_value', 'salary']
	Accuracy: 0.83671	Precision: 0.38221	Recall: 0.23200	F1: 0.28874	F2: 0.25179
	Total predictions: 14000	True positives:  464	False positives:  750	False negatives: 1536	True negatives: 11250

['poi', 'to_messages', 'bonus', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'bonus', 'total_stock_value', 'total_payments']
	Accuracy: 0.84253	Precision: 0.33752	Recall: 0.18800	F1: 0.24149	F2: 0.20628
	Total predictions: 15000	True positives:  376	False positives:  738	False negatives: 1624	True negatives: 12262

['poi', 'to_messages', 'bonus', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'bonus', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.84043	Precision: 0.41372	Recall: 0.28050	F1: 0.33433	F2: 0.29981
	Total predictions: 14000	True positives:  561	False positives:  795	False negatives: 1439	True negatives: 11205

['poi', 'to_messages', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.79691	Precision: 0.34805	Recall: 0.13400	F1: 0.19350	F2: 0.15279
	Total predictions: 11000	True positives:  268	False positives:  502	False negatives: 1732	True negatives: 8498

['poi', 'to_messages', 'bonus', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'bonus', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.80017	Precision: 0.28084	Recall: 0.12750	F1: 0.17538	F2: 0.14313
	Total predictions: 12000	True positives:  255	False positives:  653	False negatives: 1745	True negatives: 9347

['poi', 'to_messages', 'bonus', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'to_messages', 'bonus', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.81308	Precision: 0.34522	Recall: 0.13550	F1: 0.19461	F2: 0.15424
	Total predictions: 12000	True positives:  271	False positives:  514	False negatives: 1729	True negatives: 9486

['poi', 'to_messages', 'bonus', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'bonus', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.82900	Precision: 0.21449	Recall: 0.07400	F1: 0.11004	F2: 0.08516
	Total predictions: 14000	True positives:  148	False positives:  542	False negatives: 1852	True negatives: 11458

['poi', 'to_messages', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.83423	Precision: 0.42909	Recall: 0.23450	F1: 0.30327	F2: 0.25789
	Total predictions: 13000	True positives:  469	False positives:  624	False negatives: 1531	True negatives: 10376

['poi', 'to_messages', 'bonus', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'bonus', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.79708	Precision: 0.25860	Recall: 0.11650	F1: 0.16063	F2: 0.13088
	Total predictions: 12000	True positives:  233	False positives:  668	False negatives: 1767	True negatives: 9332

['poi', 'to_messages', 'bonus', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'to_messages', 'bonus', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.80192	Precision: 0.27533	Recall: 0.11550	F1: 0.16273	F2: 0.13067
	Total predictions: 12000	True positives:  231	False positives:  608	False negatives: 1769	True negatives: 9392

['poi', 'to_messages', 'bonus', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'bonus', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.82771	Precision: 0.20058	Recall: 0.06900	F1: 0.10268	F2: 0.07942
	Total predictions: 14000	True positives:  138	False positives:  550	False negatives: 1862	True negatives: 11450

['poi', 'to_messages', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.83623	Precision: 0.43966	Recall: 0.23500	F1: 0.30629	F2: 0.25912
	Total predictions: 13000	True positives:  470	False positives:  599	False negatives: 1530	True negatives: 10401

['poi', 'to_messages', 'bonus', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'to_messages', 'bonus', 'restricted_stock', 'salary']
	Accuracy: 0.81100	Precision: 0.27173	Recall: 0.13600	F1: 0.18127	F2: 0.15109
	Total predictions: 13000	True positives:  272	False positives:  729	False negatives: 1728	True negatives: 10271

['poi', 'to_messages', 'bonus', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'bonus', 'restricted_stock', 'total_payments']
	Accuracy: 0.82257	Precision: 0.20270	Recall: 0.08250	F1: 0.11727	F2: 0.09360
	Total predictions: 14000	True positives:  165	False positives:  649	False negatives: 1835	True negatives: 11351

['poi', 'to_messages', 'bonus', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'bonus', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.83793	Precision: 0.39214	Recall: 0.24450	F1: 0.30120	F2: 0.26441
	Total predictions: 14000	True positives:  489	False positives:  758	False negatives: 1511	True negatives: 11242

['poi', 'to_messages', 'bonus', 'salary', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'bonus', 'salary', 'total_payments']
	Accuracy: 0.82329	Precision: 0.18979	Recall: 0.07250	F1: 0.10492	F2: 0.08272
	Total predictions: 14000	True positives:  145	False positives:  619	False negatives: 1855	True negatives: 11381

['poi', 'to_messages', 'bonus', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'bonus', 'salary', 'exercised_stock_options']
	Accuracy: 0.82969	Precision: 0.40446	Recall: 0.22650	F1: 0.29038	F2: 0.24836
	Total predictions: 13000	True positives:  453	False positives:  667	False negatives: 1547	True negatives: 10333

['poi', 'to_messages', 'bonus', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'bonus', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84833	Precision: 0.36453	Recall: 0.18500	F1: 0.24544	F2: 0.20521
	Total predictions: 15000	True positives:  370	False positives:  645	False negatives: 1630	True negatives: 12355

['poi', 'to_messages', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'to_messages', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.86450	Precision: 0.55678	Recall: 0.25250	F1: 0.34744	F2: 0.28348
	Total predictions: 14000	True positives:  505	False positives:  402	False negatives: 1495	True negatives: 11598

['poi', 'to_messages', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.85943	Precision: 0.51566	Recall: 0.26350	F1: 0.34878	F2: 0.29206
	Total predictions: 14000	True positives:  527	False positives:  495	False negatives: 1473	True negatives: 11505

['poi', 'to_messages', 'total_stock_value', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'to_messages', 'total_stock_value', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.85321	Precision: 0.47126	Recall: 0.22550	F1: 0.30504	F2: 0.25176
	Total predictions: 14000	True positives:  451	False positives:  506	False negatives: 1549	True negatives: 11494

['poi', 'to_messages', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.84980	Precision: 0.36891	Recall: 0.17800	F1: 0.24013	F2: 0.19855
	Total predictions: 15000	True positives:  356	False positives:  609	False negatives: 1644	True negatives: 12391

['poi', 'to_messages', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.84514	Precision: 0.43417	Recall: 0.27700	F1: 0.33822	F2: 0.29862
	Total predictions: 14000	True positives:  554	False positives:  722	False negatives: 1446	True negatives: 11278

['poi', 'to_messages', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.85900	Precision: 0.51265	Recall: 0.26350	F1: 0.34808	F2: 0.29187
	Total predictions: 14000	True positives:  527	False positives:  501	False negatives: 1473	True negatives: 11499

['poi', 'to_messages', 'total_stock_value', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'to_messages', 'total_stock_value', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.85571	Precision: 0.48911	Recall: 0.22450	F1: 0.30775	F2: 0.25174
	Total predictions: 14000	True positives:  449	False positives:  469	False negatives: 1551	True negatives: 11531

['poi', 'to_messages', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.84973	Precision: 0.36798	Recall: 0.17700	F1: 0.23903	F2: 0.19750
	Total predictions: 15000	True positives:  354	False positives:  608	False negatives: 1646	True negatives: 12392

['poi', 'to_messages', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.84714	Precision: 0.44382	Recall: 0.27650	F1: 0.34073	F2: 0.29905
	Total predictions: 14000	True positives:  553	False positives:  693	False negatives: 1447	True negatives: 11307

['poi', 'to_messages', 'total_stock_value', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'to_messages', 'total_stock_value', 'restricted_stock', 'salary']
	Accuracy: 0.85493	Precision: 0.48491	Recall: 0.24900	F1: 0.32904	F2: 0.27584
	Total predictions: 14000	True positives:  498	False positives:  529	False negatives: 1502	True negatives: 11471

['poi', 'to_messages', 'total_stock_value', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'total_stock_value', 'restricted_stock', 'total_payments']
	Accuracy: 0.85120	Precision: 0.38560	Recall: 0.19550	F1: 0.25946	F2: 0.21688
	Total predictions: 15000	True positives:  391	False positives:  623	False negatives: 1609	True negatives: 12377

['poi', 'to_messages', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.85000	Precision: 0.45667	Recall: 0.26350	F1: 0.33418	F2: 0.28785
	Total predictions: 14000	True positives:  527	False positives:  627	False negatives: 1473	True negatives: 11373

['poi', 'to_messages', 'total_stock_value', 'salary', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'total_stock_value', 'salary', 'total_payments']
	Accuracy: 0.84700	Precision: 0.34872	Recall: 0.17000	F1: 0.22857	F2: 0.18942
	Total predictions: 15000	True positives:  340	False positives:  635	False negatives: 1660	True negatives: 12365

['poi', 'to_messages', 'total_stock_value', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'total_stock_value', 'salary', 'exercised_stock_options']
	Accuracy: 0.84979	Precision: 0.45549	Recall: 0.26350	F1: 0.33386	F2: 0.28776
	Total predictions: 14000	True positives:  527	False positives:  630	False negatives: 1473	True negatives: 11370

['poi', 'to_messages', 'total_stock_value', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'total_stock_value', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84580	Precision: 0.36681	Recall: 0.21550	F1: 0.27150	F2: 0.23488
	Total predictions: 15000	True positives:  431	False positives:  744	False negatives: 1569	True negatives: 12256

['poi', 'to_messages', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'to_messages', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.80242	Precision: 0.20787	Recall: 0.06600	F1: 0.10019	F2: 0.07643
	Total predictions: 12000	True positives:  132	False positives:  503	False negatives: 1868	True negatives: 9497

['poi', 'to_messages', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'to_messages', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.80342	Precision: 0.27646	Recall: 0.11100	F1: 0.15840	F2: 0.12609
	Total predictions: 12000	True positives:  222	False positives:  581	False negatives: 1778	True negatives: 9419

['poi', 'to_messages', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.83121	Precision: 0.09577	Recall: 0.02150	F1: 0.03512	F2: 0.02545
	Total predictions: 14000	True positives:   43	False positives:  406	False negatives: 1957	True negatives: 11594

['poi', 'to_messages', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.84067	Precision: 0.54721	Recall: 0.25500	F1: 0.34789	F2: 0.28549
	Total predictions: 12000	True positives:  510	False positives:  422	False negatives: 1490	True negatives: 9578

['poi', 'to_messages', 'from_poi_to_this_person', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'to_messages', 'from_poi_to_this_person', 'restricted_stock', 'salary']
	Accuracy: 0.81662	Precision: 0.27412	Recall: 0.11650	F1: 0.16351	F2: 0.13164
	Total predictions: 13000	True positives:  233	False positives:  617	False negatives: 1767	True negatives: 10383

['poi', 'to_messages', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']
	Accuracy: 0.83057	Precision: 0.21296	Recall: 0.06900	F1: 0.10423	F2: 0.07979
	Total predictions: 14000	True positives:  138	False positives:  510	False negatives: 1862	True negatives: 11490

['poi', 'to_messages', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.85407	Precision: 0.48040	Recall: 0.26350	F1: 0.34033	F2: 0.28966
	Total predictions: 14000	True positives:  527	False positives:  570	False negatives: 1473	True negatives: 11430

['poi', 'to_messages', 'from_poi_to_this_person', 'salary', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'from_poi_to_this_person', 'salary', 'total_payments']
	Accuracy: 0.83536	Precision: 0.20952	Recall: 0.05500	F1: 0.08713	F2: 0.06452
	Total predictions: 14000	True positives:  110	False positives:  415	False negatives: 1890	True negatives: 11585

['poi', 'to_messages', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']
	Accuracy: 0.84785	Precision: 0.51273	Recall: 0.22150	F1: 0.30936	F2: 0.24989
	Total predictions: 13000	True positives:  443	False positives:  421	False negatives: 1557	True negatives: 10579

['poi', 'to_messages', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85520	Precision: 0.40271	Recall: 0.17800	F1: 0.24688	F2: 0.20036
	Total predictions: 15000	True positives:  356	False positives:  528	False negatives: 1644	True negatives: 12472

['poi', 'to_messages', 'from_this_person_to_poi', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'to_messages', 'from_this_person_to_poi', 'restricted_stock', 'salary']
	Accuracy: 0.81454	Precision: 0.26514	Recall: 0.11600	F1: 0.16139	F2: 0.13070
	Total predictions: 13000	True positives:  232	False positives:  643	False negatives: 1768	True negatives: 10357

['poi', 'to_messages', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']
	Accuracy: 0.82986	Precision: 0.20973	Recall: 0.06900	F1: 0.10384	F2: 0.07970
	Total predictions: 14000	True positives:  138	False positives:  520	False negatives: 1862	True negatives: 11480

['poi', 'to_messages', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.85500	Precision: 0.48616	Recall: 0.26350	F1: 0.34176	F2: 0.29007
	Total predictions: 14000	True positives:  527	False positives:  557	False negatives: 1473	True negatives: 11443

['poi', 'to_messages', 'from_this_person_to_poi', 'salary', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'from_this_person_to_poi', 'salary', 'total_payments']
	Accuracy: 0.83479	Precision: 0.20638	Recall: 0.05500	F1: 0.08685	F2: 0.06446
	Total predictions: 14000	True positives:  110	False positives:  423	False negatives: 1890	True negatives: 11577

['poi', 'to_messages', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']
	Accuracy: 0.84862	Precision: 0.51891	Recall: 0.21950	F1: 0.30850	F2: 0.24813
	Total predictions: 13000	True positives:  439	False positives:  407	False negatives: 1561	True negatives: 10593

['poi', 'to_messages', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85560	Precision: 0.40547	Recall: 0.17800	F1: 0.24739	F2: 0.20050
	Total predictions: 15000	True positives:  356	False positives:  522	False negatives: 1644	True negatives: 12478

['poi', 'to_messages', 'restricted_stock', 'salary', 'total_payments']
GaussianNB()
['poi', 'to_messages', 'restricted_stock', 'salary', 'total_payments']
	Accuracy: 0.82921	Precision: 0.20777	Recall: 0.06950	F1: 0.10416	F2: 0.08017
	Total predictions: 14000	True positives:  139	False positives:  530	False negatives: 1861	True negatives: 11470

['poi', 'to_messages', 'restricted_stock', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'restricted_stock', 'salary', 'exercised_stock_options']
	Accuracy: 0.85457	Precision: 0.48318	Recall: 0.25850	F1: 0.33681	F2: 0.28501
	Total predictions: 14000	True positives:  517	False positives:  553	False negatives: 1483	True negatives: 11447

['poi', 'to_messages', 'restricted_stock', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'restricted_stock', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85033	Precision: 0.38072	Recall: 0.19550	F1: 0.25834	F2: 0.21657
	Total predictions: 15000	True positives:  391	False positives:  636	False negatives: 1609	True negatives: 12364

['poi', 'to_messages', 'salary', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'to_messages', 'salary', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85180	Precision: 0.37972	Recall: 0.17600	F1: 0.24052	F2: 0.19715
	Total predictions: 15000	True positives:  352	False positives:  575	False negatives: 1648	True negatives: 12425

['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'deferred_income']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'deferred_income']
	Accuracy: 0.84831	Precision: 0.51237	Recall: 0.29000	F1: 0.37037	F2: 0.31756
	Total predictions: 13000	True positives:  580	False positives:  552	False negatives: 1420	True negatives: 10448

['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'long_term_incentive']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'long_term_incentive']
	Accuracy: 0.81700	Precision: 0.41327	Recall: 0.23350	F1: 0.29840	F2: 0.25575
	Total predictions: 12000	True positives:  467	False positives:  663	False negatives: 1533	True negatives: 9337

['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'restricted_stock_deferred']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'restricted_stock_deferred']
	Accuracy: 0.30708	Precision: 0.17483	Recall: 0.94200	F1: 0.29493	F2: 0.50170
	Total predictions: 13000	True positives: 1884	False positives: 8892	False negatives:  116	True negatives: 2108

['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'shared_receipt_with_poi']
	Accuracy: 0.80769	Precision: 0.30469	Recall: 0.19500	F1: 0.23780	F2: 0.21013
	Total predictions: 13000	True positives:  390	False positives:  890	False negatives: 1610	True negatives: 10110

['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'from_messages']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'from_messages']
	Accuracy: 0.77069	Precision: 0.22241	Recall: 0.19650	F1: 0.20865	F2: 0.20119
	Total predictions: 13000	True positives:  393	False positives: 1374	False negatives: 1607	True negatives: 9626

['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'other']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'other']
	Accuracy: 0.79675	Precision: 0.19724	Recall: 0.07150	F1: 0.10495	F2: 0.08195
	Total predictions: 12000	True positives:  143	False positives:  582	False negatives: 1857	True negatives: 9418

['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'director_fees']
	Accuracy: 0.30346	Precision: 0.17347	Recall: 0.93700	F1: 0.29274	F2: 0.49832
	Total predictions: 13000	True positives: 1874	False positives: 8929	False negatives:  126	True negatives: 2071

['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'resto_dirfees']
	Accuracy: 0.22333	Precision: 0.17015	Recall: 0.94400	F1: 0.28833	F2: 0.49434
	Total predictions: 12000	True positives: 1888	False positives: 9208	False negatives:  112	True negatives:  792

['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'bonus']
	Accuracy: 0.81342	Precision: 0.38387	Recall: 0.19750	F1: 0.26081	F2: 0.21874
	Total predictions: 12000	True positives:  395	False positives:  634	False negatives: 1605	True negatives: 9366

['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'total_stock_value']
	Accuracy: 0.85721	Precision: 0.50044	Recall: 0.28500	F1: 0.36317	F2: 0.31185
	Total predictions: 14000	True positives:  570	False positives:  569	False negatives: 1430	True negatives: 11431

['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'from_poi_to_this_person']
	Accuracy: 0.81415	Precision: 0.33492	Recall: 0.21100	F1: 0.25890	F2: 0.22786
	Total predictions: 13000	True positives:  422	False positives:  838	False negatives: 1578	True negatives: 10162

['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'from_this_person_to_poi']
	Accuracy: 0.80685	Precision: 0.25073	Recall: 0.12850	F1: 0.16992	F2: 0.14238
	Total predictions: 13000	True positives:  257	False positives:  768	False negatives: 1743	True negatives: 10232

['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'restricted_stock']
	Accuracy: 0.83814	Precision: 0.36620	Recall: 0.18200	F1: 0.24315	F2: 0.20236
	Total predictions: 14000	True positives:  364	False positives:  630	False negatives: 1636	True negatives: 11370

['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'salary']
	Accuracy: 0.81417	Precision: 0.38360	Recall: 0.18950	F1: 0.25368	F2: 0.21084
	Total predictions: 12000	True positives:  379	False positives:  609	False negatives: 1621	True negatives: 9391

['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'total_payments']
	Accuracy: 0.82392	Precision: 0.25796	Recall: 0.07700	F1: 0.11860	F2: 0.08957
	Total predictions: 13000	True positives:  154	False positives:  443	False negatives: 1846	True negatives: 10557

['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'exercised_stock_options']
	Accuracy: 0.85293	Precision: 0.47459	Recall: 0.27550	F1: 0.34862	F2: 0.30073
	Total predictions: 14000	True positives:  551	False positives:  610	False negatives: 1449	True negatives: 11390

['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'long_term_incentive']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'long_term_incentive']
	Accuracy: 0.83633	Precision: 0.51544	Recall: 0.30050	F1: 0.37966	F2: 0.32784
	Total predictions: 12000	True positives:  601	False positives:  565	False negatives: 1399	True negatives: 9435

['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred']
	Accuracy: 0.32325	Precision: 0.18970	Recall: 0.93550	F1: 0.31543	F2: 0.52371
	Total predictions: 12000	True positives: 1871	False positives: 7992	False negatives:  129	True negatives: 2008

['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi']
	Accuracy: 0.83092	Precision: 0.42314	Recall: 0.27250	F1: 0.33151	F2: 0.29339
	Total predictions: 13000	True positives:  545	False positives:  743	False negatives: 1455	True negatives: 10257

['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'from_messages']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'from_messages']
	Accuracy: 0.83646	Precision: 0.45284	Recall: 0.30250	F1: 0.36271	F2: 0.32401
	Total predictions: 13000	True positives:  605	False positives:  731	False negatives: 1395	True negatives: 10269

['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'other']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'other']
	Accuracy: 0.81825	Precision: 0.40622	Recall: 0.19600	F1: 0.26442	F2: 0.21863
	Total predictions: 12000	True positives:  392	False positives:  573	False negatives: 1608	True negatives: 9427

['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'director_fees']
	Accuracy: 0.32417	Precision: 0.18985	Recall: 0.93500	F1: 0.31561	F2: 0.52381
	Total predictions: 12000	True positives: 1870	False positives: 7980	False negatives:  130	True negatives: 2020

['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'resto_dirfees']
	Accuracy: 0.22217	Precision: 0.17023	Recall: 0.94650	F1: 0.28857	F2: 0.49503
	Total predictions: 12000	True positives: 1893	False positives: 9227	False negatives:  107	True negatives:  773

['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'bonus']
	Accuracy: 0.83592	Precision: 0.51306	Recall: 0.30450	F1: 0.38218	F2: 0.33145
	Total predictions: 12000	True positives:  609	False positives:  578	False negatives: 1391	True negatives: 9422

['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'total_stock_value']
	Accuracy: 0.84586	Precision: 0.44208	Recall: 0.30150	F1: 0.35850	F2: 0.32198
	Total predictions: 14000	True positives:  603	False positives:  761	False negatives: 1397	True negatives: 11239

['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'from_poi_to_this_person']
	Accuracy: 0.84246	Precision: 0.47798	Recall: 0.26050	F1: 0.33722	F2: 0.28658
	Total predictions: 13000	True positives:  521	False positives:  569	False negatives: 1479	True negatives: 10431

['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'from_this_person_to_poi']
	Accuracy: 0.83608	Precision: 0.44209	Recall: 0.25000	F1: 0.31939	F2: 0.27379
	Total predictions: 13000	True positives:  500	False positives:  631	False negatives: 1500	True negatives: 10369

['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'restricted_stock']
	Accuracy: 0.84086	Precision: 0.40640	Recall: 0.24750	F1: 0.30764	F2: 0.26850
	Total predictions: 14000	True positives:  495	False positives:  723	False negatives: 1505	True negatives: 11277

['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'salary']
	Accuracy: 0.82917	Precision: 0.47924	Recall: 0.28850	F1: 0.36017	F2: 0.31345
	Total predictions: 12000	True positives:  577	False positives:  627	False negatives: 1423	True negatives: 9373

['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'total_payments']
	Accuracy: 0.83638	Precision: 0.41361	Recall: 0.15200	F1: 0.22230	F2: 0.17401
	Total predictions: 13000	True positives:  304	False positives:  431	False negatives: 1696	True negatives: 10569

['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'exercised_stock_options']
	Accuracy: 0.85329	Precision: 0.47783	Recall: 0.29100	F1: 0.36172	F2: 0.31569
	Total predictions: 14000	True positives:  582	False positives:  636	False negatives: 1418	True negatives: 11364

['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred']
	Accuracy: 0.35327	Precision: 0.21127	Recall: 0.93550	F1: 0.34469	F2: 0.55500
	Total predictions: 11000	True positives: 1871	False positives: 6985	False negatives:  129	True negatives: 2015

['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi']
	Accuracy: 0.80517	Precision: 0.36609	Recall: 0.23100	F1: 0.28326	F2: 0.24941
	Total predictions: 12000	True positives:  462	False positives:  800	False negatives: 1538	True negatives: 9200

['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'from_messages']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'from_messages']
	Accuracy: 0.78008	Precision: 0.34112	Recall: 0.34300	F1: 0.34206	F2: 0.34262
	Total predictions: 12000	True positives:  686	False positives: 1325	False negatives: 1314	True negatives: 8675

['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'other']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'other']
	Accuracy: 0.79109	Precision: 0.27695	Recall: 0.09250	F1: 0.13868	F2: 0.10671
	Total predictions: 11000	True positives:  185	False positives:  483	False negatives: 1815	True negatives: 8517

['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'director_fees']
	Accuracy: 0.32708	Precision: 0.19052	Recall: 0.93500	F1: 0.31655	F2: 0.52484
	Total predictions: 12000	True positives: 1870	False positives: 7945	False negatives:  130	True negatives: 2055

['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'resto_dirfees']
	Accuracy: 0.25364	Precision: 0.18925	Recall: 0.94550	F1: 0.31538	F2: 0.52551
	Total predictions: 11000	True positives: 1891	False positives: 8101	False negatives:  109	True negatives:  899

['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'bonus']
	Accuracy: 0.79545	Precision: 0.38739	Recall: 0.21500	F1: 0.27653	F2: 0.23600
	Total predictions: 11000	True positives:  430	False positives:  680	False negatives: 1570	True negatives: 8320

['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'total_stock_value']
	Accuracy: 0.84008	Precision: 0.46609	Recall: 0.27150	F1: 0.34313	F2: 0.29624
	Total predictions: 13000	True positives:  543	False positives:  622	False negatives: 1457	True negatives: 10378

['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'from_poi_to_this_person']
	Accuracy: 0.81075	Precision: 0.37760	Recall: 0.20900	F1: 0.26907	F2: 0.22949
	Total predictions: 12000	True positives:  418	False positives:  689	False negatives: 1582	True negatives: 9311

['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'from_this_person_to_poi']
	Accuracy: 0.79892	Precision: 0.29371	Recall: 0.14700	F1: 0.19593	F2: 0.16332
	Total predictions: 12000	True positives:  294	False positives:  707	False negatives: 1706	True negatives: 9293

['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'restricted_stock']
	Accuracy: 0.82454	Precision: 0.37376	Recall: 0.20800	F1: 0.26727	F2: 0.22825
	Total predictions: 13000	True positives:  416	False positives:  697	False negatives: 1584	True negatives: 10303

['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'salary']
	Accuracy: 0.80400	Precision: 0.41789	Recall: 0.19850	F1: 0.26915	F2: 0.22179
	Total predictions: 11000	True positives:  397	False positives:  553	False negatives: 1603	True negatives: 8447

['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'total_payments']
	Accuracy: 0.81946	Precision: 0.25250	Recall: 0.08850	F1: 0.13106	F2: 0.10171
	Total predictions: 13000	True positives:  177	False positives:  524	False negatives: 1823	True negatives: 10476

['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'exercised_stock_options']
	Accuracy: 0.83862	Precision: 0.45625	Recall: 0.25550	F1: 0.32756	F2: 0.28015
	Total predictions: 13000	True positives:  511	False positives:  609	False negatives: 1489	True negatives: 10391

['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi']
	Accuracy: 0.32408	Precision: 0.18964	Recall: 0.93350	F1: 0.31524	F2: 0.52312
	Total predictions: 12000	True positives: 1867	False positives: 7978	False negatives:  133	True negatives: 2022

['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'from_messages']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'from_messages']
	Accuracy: 0.33617	Precision: 0.18487	Recall: 0.87500	F1: 0.30525	F2: 0.50097
	Total predictions: 12000	True positives: 1750	False positives: 7716	False negatives:  250	True negatives: 2284

['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'other']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'other']
	Accuracy: 0.33358	Precision: 0.18553	Recall: 0.88450	F1: 0.30672	F2: 0.50442
	Total predictions: 12000	True positives: 1769	False positives: 7766	False negatives:  231	True negatives: 2234

['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'director_fees']
	Accuracy: 0.41425	Precision: 0.21332	Recall: 0.93550	F1: 0.34741	F2: 0.55781
	Total predictions: 12000	True positives: 1871	False positives: 6900	False negatives:  129	True negatives: 3100

['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'resto_dirfees']
	Accuracy: 0.35064	Precision: 0.21136	Recall: 0.94150	F1: 0.34522	F2: 0.55680
	Total predictions: 11000	True positives: 1883	False positives: 7026	False negatives:  117	True negatives: 1974

['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'bonus']
	Accuracy: 0.36645	Precision: 0.21557	Recall: 0.94150	F1: 0.35082	F2: 0.56259
	Total predictions: 11000	True positives: 1883	False positives: 6852	False negatives:  117	True negatives: 2148

['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'total_stock_value']
	Accuracy: 0.29264	Precision: 0.16235	Recall: 0.95000	F1: 0.27731	F2: 0.48216
	Total predictions: 14000	True positives: 1900	False positives: 9803	False negatives:  100	True negatives: 2197

['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'from_poi_to_this_person']
	Accuracy: 0.32533	Precision: 0.19050	Recall: 0.93800	F1: 0.31668	F2: 0.52555
	Total predictions: 12000	True positives: 1876	False positives: 7972	False negatives:  124	True negatives: 2028

['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'from_this_person_to_poi']
	Accuracy: 0.32408	Precision: 0.18412	Recall: 0.89050	F1: 0.30515	F2: 0.50388
	Total predictions: 12000	True positives: 1781	False positives: 7892	False negatives:  219	True negatives: 2108

['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'restricted_stock']
	Accuracy: 0.30885	Precision: 0.17484	Recall: 0.93900	F1: 0.29480	F2: 0.50104
	Total predictions: 13000	True positives: 1878	False positives: 8863	False negatives:  122	True negatives: 2137

['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'salary']
	Accuracy: 0.33825	Precision: 0.19474	Recall: 0.94750	F1: 0.32308	F2: 0.53437
	Total predictions: 12000	True positives: 1895	False positives: 7836	False negatives:  105	True negatives: 2164

['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'total_payments']
	Accuracy: 0.29177	Precision: 0.16538	Recall: 0.89050	F1: 0.27896	F2: 0.47445
	Total predictions: 13000	True positives: 1781	False positives: 8988	False negatives:  219	True negatives: 2012

['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'exercised_stock_options']
	Accuracy: 0.30669	Precision: 0.17409	Recall: 0.93650	F1: 0.29360	F2: 0.49923
	Total predictions: 13000	True positives: 1873	False positives: 8886	False negatives:  127	True negatives: 2114

['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages']
	Accuracy: 0.73558	Precision: 0.19721	Recall: 0.19100	F1: 0.19406	F2: 0.19221
	Total predictions: 12000	True positives:  382	False positives: 1555	False negatives: 1618	True negatives: 8445

['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'other']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'other']
	Accuracy: 0.78467	Precision: 0.16968	Recall: 0.07500	F1: 0.10402	F2: 0.08442
	Total predictions: 12000	True positives:  150	False positives:  734	False negatives: 1850	True negatives: 9266

['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees']
	Accuracy: 0.29462	Precision: 0.17122	Recall: 0.93350	F1: 0.28937	F2: 0.49381
	Total predictions: 13000	True positives: 1867	False positives: 9037	False negatives:  133	True negatives: 1963

['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'resto_dirfees']
	Accuracy: 0.23075	Precision: 0.17051	Recall: 0.93550	F1: 0.28845	F2: 0.49307
	Total predictions: 12000	True positives: 1871	False positives: 9102	False negatives:  129	True negatives:  898

['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'bonus']
	Accuracy: 0.80300	Precision: 0.33865	Recall: 0.19100	F1: 0.24425	F2: 0.20925
	Total predictions: 12000	True positives:  382	False positives:  746	False negatives: 1618	True negatives: 9254

['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'total_stock_value']
	Accuracy: 0.83543	Precision: 0.37762	Recall: 0.23450	F1: 0.28933	F2: 0.25373
	Total predictions: 14000	True positives:  469	False positives:  773	False negatives: 1531	True negatives: 11227

['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'from_poi_to_this_person']
	Accuracy: 0.78933	Precision: 0.30180	Recall: 0.20100	F1: 0.24130	F2: 0.21539
	Total predictions: 12000	True positives:  402	False positives:  930	False negatives: 1598	True negatives: 9070

['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'from_this_person_to_poi']
	Accuracy: 0.78883	Precision: 0.25000	Recall: 0.13350	F1: 0.17405	F2: 0.14722
	Total predictions: 12000	True positives:  267	False positives:  801	False negatives: 1733	True negatives: 9199

['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'restricted_stock']
	Accuracy: 0.80338	Precision: 0.25993	Recall: 0.15050	F1: 0.19063	F2: 0.16434
	Total predictions: 13000	True positives:  301	False positives:  857	False negatives: 1699	True negatives: 10143

['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'salary']
	Accuracy: 0.79542	Precision: 0.30405	Recall: 0.17650	F1: 0.22335	F2: 0.19266
	Total predictions: 12000	True positives:  353	False positives:  808	False negatives: 1647	True negatives: 9192

['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'total_payments']
	Accuracy: 0.81779	Precision: 0.16847	Recall: 0.07000	F1: 0.09890	F2: 0.07927
	Total predictions: 14000	True positives:  140	False positives:  691	False negatives: 1860	True negatives: 11309

['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'exercised_stock_options']
	Accuracy: 0.82877	Precision: 0.40813	Recall: 0.25100	F1: 0.31084	F2: 0.27194
	Total predictions: 13000	True positives:  502	False positives:  728	False negatives: 1498	True negatives: 10272

['poi', 'salary_bonus', 'deferral_payments', 'from_messages', 'other']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'from_messages', 'other']
	Accuracy: 0.78233	Precision: 0.20577	Recall: 0.10700	F1: 0.14079	F2: 0.11836
	Total predictions: 12000	True positives:  214	False positives:  826	False negatives: 1786	True negatives: 9174

['poi', 'salary_bonus', 'deferral_payments', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'from_messages', 'director_fees']
	Accuracy: 0.31954	Precision: 0.16883	Recall: 0.87250	F1: 0.28291	F2: 0.47584
	Total predictions: 13000	True positives: 1745	False positives: 8591	False negatives:  255	True negatives: 2409

['poi', 'salary_bonus', 'deferral_payments', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'from_messages', 'resto_dirfees']
	Accuracy: 0.24650	Precision: 0.16492	Recall: 0.86650	F1: 0.27710	F2: 0.46818
	Total predictions: 12000	True positives: 1733	False positives: 8775	False negatives:  267	True negatives: 1225

['poi', 'salary_bonus', 'deferral_payments', 'from_messages', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'from_messages', 'bonus']
	Accuracy: 0.78533	Precision: 0.27323	Recall: 0.17350	F1: 0.21223	F2: 0.18716
	Total predictions: 12000	True positives:  347	False positives:  923	False negatives: 1653	True negatives: 9077

['poi', 'salary_bonus', 'deferral_payments', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'from_messages', 'total_stock_value']
	Accuracy: 0.84571	Precision: 0.43377	Recall: 0.26200	F1: 0.32668	F2: 0.28454
	Total predictions: 14000	True positives:  524	False positives:  684	False negatives: 1476	True negatives: 11316

['poi', 'salary_bonus', 'deferral_payments', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.72183	Precision: 0.19199	Recall: 0.20850	F1: 0.19990	F2: 0.20497
	Total predictions: 12000	True positives:  417	False positives: 1755	False negatives: 1583	True negatives: 8245

['poi', 'salary_bonus', 'deferral_payments', 'from_messages', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'from_messages', 'from_this_person_to_poi']
	Accuracy: 0.72233	Precision: 0.18791	Recall: 0.20050	F1: 0.19400	F2: 0.19785
	Total predictions: 12000	True positives:  401	False positives: 1733	False negatives: 1599	True negatives: 8267

['poi', 'salary_bonus', 'deferral_payments', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'from_messages', 'restricted_stock']
	Accuracy: 0.79977	Precision: 0.24253	Recall: 0.14200	F1: 0.17912	F2: 0.15484
	Total predictions: 13000	True positives:  284	False positives:  887	False negatives: 1716	True negatives: 10113

['poi', 'salary_bonus', 'deferral_payments', 'from_messages', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'from_messages', 'salary']
	Accuracy: 0.74875	Precision: 0.20749	Recall: 0.18000	F1: 0.19277	F2: 0.18490
	Total predictions: 12000	True positives:  360	False positives: 1375	False negatives: 1640	True negatives: 8625

['poi', 'salary_bonus', 'deferral_payments', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'from_messages', 'total_payments']
	Accuracy: 0.82029	Precision: 0.15135	Recall: 0.05600	F1: 0.08175	F2: 0.06407
	Total predictions: 14000	True positives:  112	False positives:  628	False negatives: 1888	True negatives: 11372

['poi', 'salary_bonus', 'deferral_payments', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.83662	Precision: 0.45223	Recall: 0.29350	F1: 0.35597	F2: 0.31566
	Total predictions: 13000	True positives:  587	False positives:  711	False negatives: 1413	True negatives: 10289

['poi', 'salary_bonus', 'deferral_payments', 'other', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'other', 'director_fees']
	Accuracy: 0.32767	Precision: 0.18416	Recall: 0.88450	F1: 0.30484	F2: 0.50239
	Total predictions: 12000	True positives: 1769	False positives: 7837	False negatives:  231	True negatives: 2163

['poi', 'salary_bonus', 'deferral_payments', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'other', 'resto_dirfees']
	Accuracy: 0.23864	Precision: 0.18019	Recall: 0.89800	F1: 0.30016	F2: 0.49981
	Total predictions: 11000	True positives: 1796	False positives: 8171	False negatives:  204	True negatives:  829

['poi', 'salary_bonus', 'deferral_payments', 'other', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'other', 'bonus']
	Accuracy: 0.78845	Precision: 0.29225	Recall: 0.11500	F1: 0.16505	F2: 0.13088
	Total predictions: 11000	True positives:  230	False positives:  557	False negatives: 1770	True negatives: 8443

['poi', 'salary_bonus', 'deferral_payments', 'other', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'other', 'total_stock_value']
	Accuracy: 0.83914	Precision: 0.37574	Recall: 0.19050	F1: 0.25282	F2: 0.21134
	Total predictions: 14000	True positives:  381	False positives:  633	False negatives: 1619	True negatives: 11367

['poi', 'salary_bonus', 'deferral_payments', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'other', 'from_poi_to_this_person']
	Accuracy: 0.79067	Precision: 0.18627	Recall: 0.07600	F1: 0.10795	F2: 0.08621
	Total predictions: 12000	True positives:  152	False positives:  664	False negatives: 1848	True negatives: 9336

['poi', 'salary_bonus', 'deferral_payments', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'other', 'from_this_person_to_poi']
	Accuracy: 0.78067	Precision: 0.11650	Recall: 0.04800	F1: 0.06799	F2: 0.05440
	Total predictions: 12000	True positives:   96	False positives:  728	False negatives: 1904	True negatives: 9272

['poi', 'salary_bonus', 'deferral_payments', 'other', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'other', 'restricted_stock']
	Accuracy: 0.80377	Precision: 0.16361	Recall: 0.06700	F1: 0.09507	F2: 0.07597
	Total predictions: 13000	True positives:  134	False positives:  685	False negatives: 1866	True negatives: 10315

['poi', 'salary_bonus', 'deferral_payments', 'other', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'other', 'salary']
	Accuracy: 0.77582	Precision: 0.18850	Recall: 0.07050	F1: 0.10262	F2: 0.08059
	Total predictions: 11000	True positives:  141	False positives:  607	False negatives: 1859	True negatives: 8393

['poi', 'salary_bonus', 'deferral_payments', 'other', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'other', 'total_payments']
	Accuracy: 0.81246	Precision: 0.18444	Recall: 0.06400	F1: 0.09503	F2: 0.07361
	Total predictions: 13000	True positives:  128	False positives:  566	False negatives: 1872	True negatives: 10434

['poi', 'salary_bonus', 'deferral_payments', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'other', 'exercised_stock_options']
	Accuracy: 0.83046	Precision: 0.39009	Recall: 0.18100	F1: 0.24727	F2: 0.20273
	Total predictions: 13000	True positives:  362	False positives:  566	False negatives: 1638	True negatives: 10434

['poi', 'salary_bonus', 'deferral_payments', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'director_fees', 'resto_dirfees']
	Accuracy: 0.32150	Precision: 0.19011	Recall: 0.94200	F1: 0.31637	F2: 0.52596
	Total predictions: 12000	True positives: 1884	False positives: 8026	False negatives:  116	True negatives: 1974

['poi', 'salary_bonus', 'deferral_payments', 'director_fees', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'director_fees', 'bonus']
	Accuracy: 0.34300	Precision: 0.19475	Recall: 0.93850	F1: 0.32256	F2: 0.53209
	Total predictions: 12000	True positives: 1877	False positives: 7761	False negatives:  123	True negatives: 2239

['poi', 'salary_bonus', 'deferral_payments', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'director_fees', 'total_stock_value']
	Accuracy: 0.29093	Precision: 0.15228	Recall: 0.94550	F1: 0.26231	F2: 0.46307
	Total predictions: 15000	True positives: 1891	False positives: 10527	False negatives:  109	True negatives: 2473

['poi', 'salary_bonus', 'deferral_payments', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.30300	Precision: 0.17368	Recall: 0.93950	F1: 0.29316	F2: 0.49923
	Total predictions: 13000	True positives: 1879	False positives: 8940	False negatives:  121	True negatives: 2060

['poi', 'salary_bonus', 'deferral_payments', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.30423	Precision: 0.16659	Recall: 0.88000	F1: 0.28014	F2: 0.47401
	Total predictions: 13000	True positives: 1760	False positives: 8805	False negatives:  240	True negatives: 2195

['poi', 'salary_bonus', 'deferral_payments', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'director_fees', 'restricted_stock']
	Accuracy: 0.29500	Precision: 0.16177	Recall: 0.94100	F1: 0.27607	F2: 0.47927
	Total predictions: 14000	True positives: 1882	False positives: 9752	False negatives:  118	True negatives: 2248

['poi', 'salary_bonus', 'deferral_payments', 'director_fees', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'director_fees', 'salary']
	Accuracy: 0.31700	Precision: 0.17665	Recall: 0.93950	F1: 0.29738	F2: 0.50410
	Total predictions: 13000	True positives: 1879	False positives: 8758	False negatives:  121	True negatives: 2242

['poi', 'salary_bonus', 'deferral_payments', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'director_fees', 'total_payments']
	Accuracy: 0.36977	Precision: 0.17875	Recall: 0.86150	F1: 0.29607	F2: 0.48841
	Total predictions: 13000	True positives: 1723	False positives: 7916	False negatives:  277	True negatives: 3084

['poi', 'salary_bonus', 'deferral_payments', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.30171	Precision: 0.16314	Recall: 0.94150	F1: 0.27810	F2: 0.48178
	Total predictions: 14000	True positives: 1883	False positives: 9659	False negatives:  117	True negatives: 2341

['poi', 'salary_bonus', 'deferral_payments', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'resto_dirfees', 'bonus']
	Accuracy: 0.25118	Precision: 0.18868	Recall: 0.94500	F1: 0.31455	F2: 0.52450
	Total predictions: 11000	True positives: 1890	False positives: 8127	False negatives:  110	True negatives:  873

['poi', 'salary_bonus', 'deferral_payments', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.21329	Precision: 0.14684	Recall: 0.93700	F1: 0.25390	F2: 0.45131
	Total predictions: 14000	True positives: 1874	False positives: 10888	False negatives:  126	True negatives: 1112

['poi', 'salary_bonus', 'deferral_payments', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.22925	Precision: 0.17101	Recall: 0.94200	F1: 0.28947	F2: 0.49535
	Total predictions: 12000	True positives: 1884	False positives: 9133	False negatives:  116	True negatives:  867

['poi', 'salary_bonus', 'deferral_payments', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.22325	Precision: 0.16291	Recall: 0.88450	F1: 0.27514	F2: 0.46901
	Total predictions: 12000	True positives: 1769	False positives: 9090	False negatives:  231	True negatives:  910

['poi', 'salary_bonus', 'deferral_payments', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.21385	Precision: 0.15681	Recall: 0.93900	F1: 0.26875	F2: 0.47006
	Total predictions: 13000	True positives: 1878	False positives: 10098	False negatives:  122	True negatives:  902

['poi', 'salary_bonus', 'deferral_payments', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'resto_dirfees', 'salary']
	Accuracy: 0.24182	Precision: 0.18608	Recall: 0.93950	F1: 0.31063	F2: 0.51912
	Total predictions: 11000	True positives: 1879	False positives: 8219	False negatives:  121	True negatives:  781

['poi', 'salary_bonus', 'deferral_payments', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'resto_dirfees', 'total_payments']
	Accuracy: 0.23846	Precision: 0.14625	Recall: 0.81650	F1: 0.24806	F2: 0.42601
	Total predictions: 13000	True positives: 1633	False positives: 9533	False negatives:  367	True negatives: 1467

['poi', 'salary_bonus', 'deferral_payments', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.22062	Precision: 0.15792	Recall: 0.93850	F1: 0.27034	F2: 0.47194
	Total predictions: 13000	True positives: 1877	False positives: 10009	False negatives:  123	True negatives:  991

['poi', 'salary_bonus', 'deferral_payments', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'bonus', 'total_stock_value']
	Accuracy: 0.84077	Precision: 0.47126	Recall: 0.28700	F1: 0.35674	F2: 0.31135
	Total predictions: 13000	True positives:  574	False positives:  644	False negatives: 1426	True negatives: 10356

['poi', 'salary_bonus', 'deferral_payments', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.80055	Precision: 0.40102	Recall: 0.19650	F1: 0.26376	F2: 0.21882
	Total predictions: 11000	True positives:  393	False positives:  587	False negatives: 1607	True negatives: 8413

['poi', 'salary_bonus', 'deferral_payments', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.78527	Precision: 0.29291	Recall: 0.12800	F1: 0.17815	F2: 0.14424
	Total predictions: 11000	True positives:  256	False positives:  618	False negatives: 1744	True negatives: 8382

['poi', 'salary_bonus', 'deferral_payments', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'bonus', 'restricted_stock']
	Accuracy: 0.81754	Precision: 0.33511	Recall: 0.18900	F1: 0.24169	F2: 0.20706
	Total predictions: 13000	True positives:  378	False positives:  750	False negatives: 1622	True negatives: 10250

['poi', 'salary_bonus', 'deferral_payments', 'bonus', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'bonus', 'salary']
	Accuracy: 0.79545	Precision: 0.36472	Recall: 0.16850	F1: 0.23051	F2: 0.18882
	Total predictions: 11000	True positives:  337	False positives:  587	False negatives: 1663	True negatives: 8413

['poi', 'salary_bonus', 'deferral_payments', 'bonus', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'bonus', 'total_payments']
	Accuracy: 0.81923	Precision: 0.29745	Recall: 0.12850	F1: 0.17947	F2: 0.14497
	Total predictions: 13000	True positives:  257	False positives:  607	False negatives: 1743	True negatives: 10393

['poi', 'salary_bonus', 'deferral_payments', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'bonus', 'exercised_stock_options']
	Accuracy: 0.84162	Precision: 0.47770	Recall: 0.31600	F1: 0.38038	F2: 0.33895
	Total predictions: 13000	True positives:  632	False positives:  691	False negatives: 1368	True negatives: 10309

['poi', 'salary_bonus', 'deferral_payments', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.84477	Precision: 0.49085	Recall: 0.24150	F1: 0.32373	F2: 0.26881
	Total predictions: 13000	True positives:  483	False positives:  501	False negatives: 1517	True negatives: 10499

['poi', 'salary_bonus', 'deferral_payments', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.86071	Precision: 0.52700	Recall: 0.24400	F1: 0.33356	F2: 0.27336
	Total predictions: 14000	True positives:  488	False positives:  438	False negatives: 1512	True negatives: 11562

['poi', 'salary_bonus', 'deferral_payments', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.86343	Precision: 0.54223	Recall: 0.28250	F1: 0.37147	F2: 0.31243
	Total predictions: 14000	True positives:  565	False positives:  477	False negatives: 1435	True negatives: 11523

['poi', 'salary_bonus', 'deferral_payments', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'total_stock_value', 'salary']
	Accuracy: 0.84023	Precision: 0.46371	Recall: 0.24600	F1: 0.32146	F2: 0.27149
	Total predictions: 13000	True positives:  492	False positives:  569	False negatives: 1508	True negatives: 10431

['poi', 'salary_bonus', 'deferral_payments', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'total_stock_value', 'total_payments']
	Accuracy: 0.85060	Precision: 0.37539	Recall: 0.18150	F1: 0.24469	F2: 0.20241
	Total predictions: 15000	True positives:  363	False positives:  604	False negatives: 1637	True negatives: 12396

['poi', 'salary_bonus', 'deferral_payments', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.84046	Precision: 0.46760	Recall: 0.26700	F1: 0.33991	F2: 0.29206
	Total predictions: 13000	True positives:  534	False positives:  608	False negatives: 1466	True negatives: 10392

['poi', 'salary_bonus', 'deferral_payments', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.79883	Precision: 0.26949	Recall: 0.12100	F1: 0.16701	F2: 0.13599
	Total predictions: 12000	True positives:  242	False positives:  656	False negatives: 1758	True negatives: 9344

['poi', 'salary_bonus', 'deferral_payments', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.81508	Precision: 0.27704	Recall: 0.12550	F1: 0.17275	F2: 0.14092
	Total predictions: 13000	True positives:  251	False positives:  655	False negatives: 1749	True negatives: 10345

['poi', 'salary_bonus', 'deferral_payments', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.80625	Precision: 0.33055	Recall: 0.15850	F1: 0.21426	F2: 0.17692
	Total predictions: 12000	True positives:  317	False positives:  642	False negatives: 1683	True negatives: 9358

['poi', 'salary_bonus', 'deferral_payments', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.82446	Precision: 0.24549	Recall: 0.06800	F1: 0.10650	F2: 0.07949
	Total predictions: 13000	True positives:  136	False positives:  418	False negatives: 1864	True negatives: 10582

['poi', 'salary_bonus', 'deferral_payments', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.84162	Precision: 0.47193	Recall: 0.24800	F1: 0.32514	F2: 0.27400
	Total predictions: 13000	True positives:  496	False positives:  555	False negatives: 1504	True negatives: 10445

['poi', 'salary_bonus', 'deferral_payments', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.80300	Precision: 0.21523	Recall: 0.10600	F1: 0.14204	F2: 0.11797
	Total predictions: 13000	True positives:  212	False positives:  773	False negatives: 1788	True negatives: 10227

['poi', 'salary_bonus', 'deferral_payments', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.79208	Precision: 0.22832	Recall: 0.10400	F1: 0.14291	F2: 0.11671
	Total predictions: 12000	True positives:  208	False positives:  703	False negatives: 1792	True negatives: 9297

['poi', 'salary_bonus', 'deferral_payments', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.82762	Precision: 0.26692	Recall: 0.06900	F1: 0.10965	F2: 0.08101
	Total predictions: 13000	True positives:  138	False positives:  379	False negatives: 1862	True negatives: 10621

['poi', 'salary_bonus', 'deferral_payments', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.84700	Precision: 0.50564	Recall: 0.24650	F1: 0.33143	F2: 0.27465
	Total predictions: 13000	True positives:  493	False positives:  482	False negatives: 1507	True negatives: 10518

['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock', 'salary']
	Accuracy: 0.81662	Precision: 0.29916	Recall: 0.14300	F1: 0.19350	F2: 0.15967
	Total predictions: 13000	True positives:  286	False positives:  670	False negatives: 1714	True negatives: 10330

['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock', 'total_payments']
	Accuracy: 0.82557	Precision: 0.20767	Recall: 0.07850	F1: 0.11393	F2: 0.08965
	Total predictions: 14000	True positives:  157	False positives:  599	False negatives: 1843	True negatives: 11401

['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.85829	Precision: 0.50722	Recall: 0.28100	F1: 0.36165	F2: 0.30852
	Total predictions: 14000	True positives:  562	False positives:  546	False negatives: 1438	True negatives: 11454

['poi', 'salary_bonus', 'deferral_payments', 'salary', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'salary', 'total_payments']
	Accuracy: 0.81654	Precision: 0.22382	Recall: 0.07800	F1: 0.11568	F2: 0.08969
	Total predictions: 13000	True positives:  156	False positives:  541	False negatives: 1844	True negatives: 10459

['poi', 'salary_bonus', 'deferral_payments', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'salary', 'exercised_stock_options']
	Accuracy: 0.83362	Precision: 0.42447	Recall: 0.22900	F1: 0.29750	F2: 0.25223
	Total predictions: 13000	True positives:  458	False positives:  621	False negatives: 1542	True negatives: 10379

['poi', 'salary_bonus', 'deferral_payments', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'deferral_payments', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84800	Precision: 0.42541	Recall: 0.18250	F1: 0.25542	F2: 0.20603
	Total predictions: 14000	True positives:  365	False positives:  493	False negatives: 1635	True negatives: 11507

['poi', 'salary_bonus', 'expenses', 'deferred_income', 'long_term_incentive']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'deferred_income', 'long_term_incentive']
	Accuracy: 0.85133	Precision: 0.59045	Recall: 0.35250	F1: 0.44145	F2: 0.38340
	Total predictions: 12000	True positives:  705	False positives:  489	False negatives: 1295	True negatives: 9511

['poi', 'salary_bonus', 'expenses', 'deferred_income', 'restricted_stock_deferred']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'deferred_income', 'restricted_stock_deferred']
	Accuracy: 0.31258	Precision: 0.19514	Recall: 1.00000	F1: 0.32656	F2: 0.54798
	Total predictions: 12000	True positives: 2000	False positives: 8249	False negatives:    0	True negatives: 1751

['poi', 'salary_bonus', 'expenses', 'deferred_income', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'deferred_income', 'shared_receipt_with_poi']
	Accuracy: 0.84192	Precision: 0.47836	Recall: 0.30400	F1: 0.37175	F2: 0.32790
	Total predictions: 13000	True positives:  608	False positives:  663	False negatives: 1392	True negatives: 10337

['poi', 'salary_bonus', 'expenses', 'deferred_income', 'from_messages']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'deferred_income', 'from_messages']
	Accuracy: 0.85146	Precision: 0.52835	Recall: 0.32150	F1: 0.39975	F2: 0.34881
	Total predictions: 13000	True positives:  643	False positives:  574	False negatives: 1357	True negatives: 10426

['poi', 'salary_bonus', 'expenses', 'deferred_income', 'other']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'deferred_income', 'other']
	Accuracy: 0.83308	Precision: 0.49836	Recall: 0.22750	F1: 0.31239	F2: 0.25525
	Total predictions: 12000	True positives:  455	False positives:  458	False negatives: 1545	True negatives: 9542

['poi', 'salary_bonus', 'expenses', 'deferred_income', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'deferred_income', 'director_fees']
	Accuracy: 0.30592	Precision: 0.19363	Recall: 1.00000	F1: 0.32444	F2: 0.54558
	Total predictions: 12000	True positives: 2000	False positives: 8329	False negatives:    0	True negatives: 1671

['poi', 'salary_bonus', 'expenses', 'deferred_income', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'deferred_income', 'resto_dirfees']
	Accuracy: 0.20342	Precision: 0.17303	Recall: 1.00000	F1: 0.29501	F2: 0.51127
	Total predictions: 12000	True positives: 2000	False positives: 9559	False negatives:    0	True negatives:  441

['poi', 'salary_bonus', 'expenses', 'deferred_income', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'deferred_income', 'bonus']
	Accuracy: 0.85092	Precision: 0.58340	Recall: 0.36900	F1: 0.45207	F2: 0.39827
	Total predictions: 12000	True positives:  738	False positives:  527	False negatives: 1262	True negatives: 9473

['poi', 'salary_bonus', 'expenses', 'deferred_income', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'deferred_income', 'total_stock_value']
	Accuracy: 0.85493	Precision: 0.48927	Recall: 0.35350	F1: 0.41045	F2: 0.37427
	Total predictions: 14000	True positives:  707	False positives:  738	False negatives: 1293	True negatives: 11262

['poi', 'salary_bonus', 'expenses', 'deferred_income', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'deferred_income', 'from_poi_to_this_person']
	Accuracy: 0.84408	Precision: 0.56405	Recall: 0.28400	F1: 0.37779	F2: 0.31531
	Total predictions: 12000	True positives:  568	False positives:  439	False negatives: 1432	True negatives: 9561

['poi', 'salary_bonus', 'expenses', 'deferred_income', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'deferred_income', 'from_this_person_to_poi']
	Accuracy: 0.83508	Precision: 0.50942	Recall: 0.28400	F1: 0.36469	F2: 0.31157
	Total predictions: 12000	True positives:  568	False positives:  547	False negatives: 1432	True negatives: 9453

['poi', 'salary_bonus', 'expenses', 'deferred_income', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'deferred_income', 'restricted_stock']
	Accuracy: 0.84757	Precision: 0.44708	Recall: 0.28300	F1: 0.34660	F2: 0.30542
	Total predictions: 14000	True positives:  566	False positives:  700	False negatives: 1434	True negatives: 11300

['poi', 'salary_bonus', 'expenses', 'deferred_income', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'deferred_income', 'salary']
	Accuracy: 0.84167	Precision: 0.54195	Recall: 0.32300	F1: 0.40476	F2: 0.35139
	Total predictions: 12000	True positives:  646	False positives:  546	False negatives: 1354	True negatives: 9454

['poi', 'salary_bonus', 'expenses', 'deferred_income', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'deferred_income', 'total_payments']
	Accuracy: 0.84608	Precision: 0.49940	Recall: 0.20650	F1: 0.29218	F2: 0.23394
	Total predictions: 13000	True positives:  413	False positives:  414	False negatives: 1587	True negatives: 10586

['poi', 'salary_bonus', 'expenses', 'deferred_income', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'deferred_income', 'exercised_stock_options']
	Accuracy: 0.86157	Precision: 0.52345	Recall: 0.34600	F1: 0.41662	F2: 0.37116
	Total predictions: 14000	True positives:  692	False positives:  630	False negatives: 1308	True negatives: 11370

['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'restricted_stock_deferred']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'restricted_stock_deferred']
	Accuracy: 0.31200	Precision: 0.19501	Recall: 1.00000	F1: 0.32637	F2: 0.54777
	Total predictions: 12000	True positives: 2000	False positives: 8256	False negatives:    0	True negatives: 1744

['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi']
	Accuracy: 0.81608	Precision: 0.36006	Recall: 0.25150	F1: 0.29614	F2: 0.26764
	Total predictions: 13000	True positives:  503	False positives:  894	False negatives: 1497	True negatives: 10106

['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'from_messages']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'from_messages']
	Accuracy: 0.82646	Precision: 0.41099	Recall: 0.29550	F1: 0.34380	F2: 0.31310
	Total predictions: 13000	True positives:  591	False positives:  847	False negatives: 1409	True negatives: 10153

['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'other']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'other']
	Accuracy: 0.79718	Precision: 0.35508	Recall: 0.14150	F1: 0.20236	F2: 0.16085
	Total predictions: 11000	True positives:  283	False positives:  514	False negatives: 1717	True negatives: 8486

['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'director_fees']
	Accuracy: 0.30017	Precision: 0.19234	Recall: 1.00000	F1: 0.32263	F2: 0.54354
	Total predictions: 12000	True positives: 2000	False positives: 8398	False negatives:    0	True negatives: 1602

['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'resto_dirfees']
	Accuracy: 0.20592	Precision: 0.17348	Recall: 1.00000	F1: 0.29566	F2: 0.51206
	Total predictions: 12000	True positives: 2000	False positives: 9529	False negatives:    0	True negatives:  471

['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'bonus']
	Accuracy: 0.79673	Precision: 0.39880	Recall: 0.23250	F1: 0.29375	F2: 0.25365
	Total predictions: 11000	True positives:  465	False positives:  701	False negatives: 1535	True negatives: 8299

['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'total_stock_value']
	Accuracy: 0.84521	Precision: 0.44285	Recall: 0.32350	F1: 0.37388	F2: 0.34193
	Total predictions: 14000	True positives:  647	False positives:  814	False negatives: 1353	True negatives: 11186

['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'from_poi_to_this_person']
	Accuracy: 0.82242	Precision: 0.43850	Recall: 0.23350	F1: 0.30473	F2: 0.25758
	Total predictions: 12000	True positives:  467	False positives:  598	False negatives: 1533	True negatives: 9402

['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'from_this_person_to_poi']
	Accuracy: 0.80525	Precision: 0.34779	Recall: 0.19250	F1: 0.24783	F2: 0.21138
	Total predictions: 12000	True positives:  385	False positives:  722	False negatives: 1615	True negatives: 9278

['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'restricted_stock']
	Accuracy: 0.82392	Precision: 0.38107	Recall: 0.23150	F1: 0.28802	F2: 0.25122
	Total predictions: 13000	True positives:  463	False positives:  752	False negatives: 1537	True negatives: 10248

['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'salary']
	Accuracy: 0.80409	Precision: 0.42439	Recall: 0.21750	F1: 0.28760	F2: 0.24100
	Total predictions: 11000	True positives:  435	False positives:  590	False negatives: 1565	True negatives: 8410

['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'total_payments']
	Accuracy: 0.82877	Precision: 0.35660	Recall: 0.14050	F1: 0.20158	F2: 0.15988
	Total predictions: 13000	True positives:  281	False positives:  507	False negatives: 1719	True negatives: 10493

['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'exercised_stock_options']
	Accuracy: 0.85507	Precision: 0.48875	Recall: 0.31500	F1: 0.38310	F2: 0.33911
	Total predictions: 14000	True positives:  630	False positives:  659	False negatives: 1370	True negatives: 11341

['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi']
	Accuracy: 0.28285	Precision: 0.17663	Recall: 1.00000	F1: 0.30023	F2: 0.51752
	Total predictions: 13000	True positives: 2000	False positives: 9323	False negatives:    0	True negatives: 1677

['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'from_messages']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'from_messages']
	Accuracy: 0.30269	Precision: 0.17487	Recall: 0.95000	F1: 0.29538	F2: 0.50358
	Total predictions: 13000	True positives: 1900	False positives: 8965	False negatives:  100	True negatives: 2035

['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'other']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'other']
	Accuracy: 0.30508	Precision: 0.18522	Recall: 0.93250	F1: 0.30906	F2: 0.51608
	Total predictions: 12000	True positives: 1865	False positives: 8204	False negatives:  135	True negatives: 1796

['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'director_fees']
	Accuracy: 0.40692	Precision: 0.21937	Recall: 1.00000	F1: 0.35981	F2: 0.58421
	Total predictions: 12000	True positives: 2000	False positives: 7117	False negatives:    0	True negatives: 2883

['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'resto_dirfees']
	Accuracy: 0.31283	Precision: 0.19520	Recall: 1.00000	F1: 0.32664	F2: 0.54807
	Total predictions: 12000	True positives: 2000	False positives: 8246	False negatives:    0	True negatives: 1754

['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'bonus']
	Accuracy: 0.31308	Precision: 0.19526	Recall: 1.00000	F1: 0.32672	F2: 0.54816
	Total predictions: 12000	True positives: 2000	False positives: 8243	False negatives:    0	True negatives: 1757

['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'total_stock_value']
	Accuracy: 0.26014	Precision: 0.16184	Recall: 1.00000	F1: 0.27859	F2: 0.49121
	Total predictions: 14000	True positives: 2000	False positives: 10358	False negatives:    0	True negatives: 1642

['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'from_poi_to_this_person']
	Accuracy: 0.28831	Precision: 0.17775	Recall: 1.00000	F1: 0.30184	F2: 0.51943
	Total predictions: 13000	True positives: 2000	False positives: 9252	False negatives:    0	True negatives: 1748

['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'from_this_person_to_poi']
	Accuracy: 0.29500	Precision: 0.18432	Recall: 0.94300	F1: 0.30837	F2: 0.51722
	Total predictions: 12000	True positives: 1886	False positives: 8346	False negatives:  114	True negatives: 1654

['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'restricted_stock']
	Accuracy: 0.28492	Precision: 0.17677	Recall: 0.99750	F1: 0.30032	F2: 0.51721
	Total predictions: 13000	True positives: 1995	False positives: 9291	False negatives:    5	True negatives: 1709

['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'salary']
	Accuracy: 0.30892	Precision: 0.19377	Recall: 0.99550	F1: 0.32440	F2: 0.54473
	Total predictions: 12000	True positives: 1991	False positives: 8284	False negatives:    9	True negatives: 1716

['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'total_payments']
	Accuracy: 0.27846	Precision: 0.17059	Recall: 0.95550	F1: 0.28950	F2: 0.49760
	Total predictions: 13000	True positives: 1911	False positives: 9291	False negatives:   89	True negatives: 1709

['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'exercised_stock_options']
	Accuracy: 0.26550	Precision: 0.16283	Recall: 1.00000	F1: 0.28005	F2: 0.49302
	Total predictions: 14000	True positives: 2000	False positives: 10283	False negatives:    0	True negatives: 1717

['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'from_messages']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'from_messages']
	Accuracy: 0.81108	Precision: 0.31463	Recall: 0.19350	F1: 0.23963	F2: 0.20964
	Total predictions: 13000	True positives:  387	False positives:  843	False negatives: 1613	True negatives: 10157

['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'other']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'other']
	Accuracy: 0.81054	Precision: 0.23901	Recall: 0.10600	F1: 0.14687	F2: 0.11928
	Total predictions: 13000	True positives:  212	False positives:  675	False negatives: 1788	True negatives: 10325

['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'director_fees']
	Accuracy: 0.27862	Precision: 0.17578	Recall: 1.00000	F1: 0.29900	F2: 0.51605
	Total predictions: 13000	True positives: 2000	False positives: 9378	False negatives:    0	True negatives: 1622

['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees']
	Accuracy: 0.18600	Precision: 0.15896	Recall: 1.00000	F1: 0.27431	F2: 0.48586
	Total predictions: 13000	True positives: 2000	False positives: 10582	False negatives:    0	True negatives:  418

['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'bonus']
	Accuracy: 0.81969	Precision: 0.36583	Recall: 0.23450	F1: 0.28580	F2: 0.25264
	Total predictions: 13000	True positives:  469	False positives:  813	False negatives: 1531	True negatives: 10187

['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'total_stock_value']
	Accuracy: 0.83829	Precision: 0.41304	Recall: 0.31350	F1: 0.35645	F2: 0.32938
	Total predictions: 14000	True positives:  627	False positives:  891	False negatives: 1373	True negatives: 11109

['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'from_poi_to_this_person']
	Accuracy: 0.82123	Precision: 0.36914	Recall: 0.22850	F1: 0.28227	F2: 0.24735
	Total predictions: 13000	True positives:  457	False positives:  781	False negatives: 1543	True negatives: 10219

['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'from_this_person_to_poi']
	Accuracy: 0.80608	Precision: 0.28310	Recall: 0.17000	F1: 0.21243	F2: 0.18476
	Total predictions: 13000	True positives:  340	False positives:  861	False negatives: 1660	True negatives: 10139

['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'restricted_stock']
	Accuracy: 0.81521	Precision: 0.28716	Recall: 0.19800	F1: 0.23439	F2: 0.21111
	Total predictions: 14000	True positives:  396	False positives:  983	False negatives: 1604	True negatives: 11017

['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'salary']
	Accuracy: 0.81200	Precision: 0.33531	Recall: 0.22600	F1: 0.27001	F2: 0.24176
	Total predictions: 13000	True positives:  452	False positives:  896	False negatives: 1548	True negatives: 10104

['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'total_payments']
	Accuracy: 0.82500	Precision: 0.26514	Recall: 0.12700	F1: 0.17174	F2: 0.14177
	Total predictions: 14000	True positives:  254	False positives:  704	False negatives: 1746	True negatives: 11296

['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'exercised_stock_options']
	Accuracy: 0.84021	Precision: 0.41625	Recall: 0.29450	F1: 0.34495	F2: 0.31280
	Total predictions: 14000	True positives:  589	False positives:  826	False negatives: 1411	True negatives: 11174

['poi', 'salary_bonus', 'expenses', 'from_messages', 'other']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'from_messages', 'other']
	Accuracy: 0.81031	Precision: 0.24563	Recall: 0.11250	F1: 0.15432	F2: 0.12618
	Total predictions: 13000	True positives:  225	False positives:  691	False negatives: 1775	True negatives: 10309

['poi', 'salary_bonus', 'expenses', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'from_messages', 'director_fees']
	Accuracy: 0.30131	Precision: 0.17458	Recall: 0.95000	F1: 0.29496	F2: 0.50310
	Total predictions: 13000	True positives: 1900	False positives: 8983	False negatives:  100	True negatives: 2017

['poi', 'salary_bonus', 'expenses', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'from_messages', 'resto_dirfees']
	Accuracy: 0.21100	Precision: 0.15559	Recall: 0.93250	F1: 0.26668	F2: 0.46655
	Total predictions: 13000	True positives: 1865	False positives: 10122	False negatives:  135	True negatives:  878

['poi', 'salary_bonus', 'expenses', 'from_messages', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'from_messages', 'bonus']
	Accuracy: 0.82146	Precision: 0.35070	Recall: 0.18850	F1: 0.24520	F2: 0.20771
	Total predictions: 13000	True positives:  377	False positives:  698	False negatives: 1623	True negatives: 10302

['poi', 'salary_bonus', 'expenses', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'from_messages', 'total_stock_value']
	Accuracy: 0.86021	Precision: 0.51645	Recall: 0.33750	F1: 0.40822	F2: 0.36263
	Total predictions: 14000	True positives:  675	False positives:  632	False negatives: 1325	True negatives: 11368

['poi', 'salary_bonus', 'expenses', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.81515	Precision: 0.33166	Recall: 0.19850	F1: 0.24836	F2: 0.21583
	Total predictions: 13000	True positives:  397	False positives:  800	False negatives: 1603	True negatives: 10200

['poi', 'salary_bonus', 'expenses', 'from_messages', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'from_messages', 'from_this_person_to_poi']
	Accuracy: 0.80677	Precision: 0.31556	Recall: 0.21900	F1: 0.25856	F2: 0.23328
	Total predictions: 13000	True positives:  438	False positives:  950	False negatives: 1562	True negatives: 10050

['poi', 'salary_bonus', 'expenses', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'from_messages', 'restricted_stock']
	Accuracy: 0.82679	Precision: 0.29743	Recall: 0.15600	F1: 0.20466	F2: 0.17239
	Total predictions: 14000	True positives:  312	False positives:  737	False negatives: 1688	True negatives: 11263

['poi', 'salary_bonus', 'expenses', 'from_messages', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'from_messages', 'salary']
	Accuracy: 0.81592	Precision: 0.33162	Recall: 0.19350	F1: 0.24440	F2: 0.21108
	Total predictions: 13000	True positives:  387	False positives:  780	False negatives: 1613	True negatives: 10220

['poi', 'salary_bonus', 'expenses', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'from_messages', 'total_payments']
	Accuracy: 0.83807	Precision: 0.31171	Recall: 0.11050	F1: 0.16316	F2: 0.12688
	Total predictions: 14000	True positives:  221	False positives:  488	False negatives: 1779	True negatives: 11512

['poi', 'salary_bonus', 'expenses', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.85757	Precision: 0.50227	Recall: 0.33150	F1: 0.39940	F2: 0.35569
	Total predictions: 14000	True positives:  663	False positives:  657	False negatives: 1337	True negatives: 11343

['poi', 'salary_bonus', 'expenses', 'other', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'other', 'director_fees']
	Accuracy: 0.29517	Precision: 0.18368	Recall: 0.93750	F1: 0.30718	F2: 0.51488
	Total predictions: 12000	True positives: 1875	False positives: 8333	False negatives:  125	True negatives: 1667

['poi', 'salary_bonus', 'expenses', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'other', 'resto_dirfees']
	Accuracy: 0.19850	Precision: 0.16576	Recall: 0.94450	F1: 0.28202	F2: 0.48696
	Total predictions: 12000	True positives: 1889	False positives: 9507	False negatives:  111	True negatives:  493

['poi', 'salary_bonus', 'expenses', 'other', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'other', 'bonus']
	Accuracy: 0.80218	Precision: 0.38601	Recall: 0.14900	F1: 0.21501	F2: 0.16986
	Total predictions: 11000	True positives:  298	False positives:  474	False negatives: 1702	True negatives: 8526

['poi', 'salary_bonus', 'expenses', 'other', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'other', 'total_stock_value']
	Accuracy: 0.84943	Precision: 0.45018	Recall: 0.24400	F1: 0.31647	F2: 0.26860
	Total predictions: 14000	True positives:  488	False positives:  596	False negatives: 1512	True negatives: 11404

['poi', 'salary_bonus', 'expenses', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'other', 'from_poi_to_this_person']
	Accuracy: 0.81558	Precision: 0.34588	Recall: 0.11950	F1: 0.17763	F2: 0.13750
	Total predictions: 12000	True positives:  239	False positives:  452	False negatives: 1761	True negatives: 9548

['poi', 'salary_bonus', 'expenses', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'other', 'from_this_person_to_poi']
	Accuracy: 0.80408	Precision: 0.28035	Recall: 0.11200	F1: 0.16006	F2: 0.12729
	Total predictions: 12000	True positives:  224	False positives:  575	False negatives: 1776	True negatives: 9425

['poi', 'salary_bonus', 'expenses', 'other', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'other', 'restricted_stock']
	Accuracy: 0.81608	Precision: 0.27606	Recall: 0.12050	F1: 0.16777	F2: 0.13581
	Total predictions: 13000	True positives:  241	False positives:  632	False negatives: 1759	True negatives: 10368

['poi', 'salary_bonus', 'expenses', 'other', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'other', 'salary']
	Accuracy: 0.80491	Precision: 0.37543	Recall: 0.11000	F1: 0.17015	F2: 0.12812
	Total predictions: 11000	True positives:  220	False positives:  366	False negatives: 1780	True negatives: 8634

['poi', 'salary_bonus', 'expenses', 'other', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'other', 'total_payments']
	Accuracy: 0.82546	Precision: 0.32185	Recall: 0.12150	F1: 0.17641	F2: 0.13878
	Total predictions: 13000	True positives:  243	False positives:  512	False negatives: 1757	True negatives: 10488

['poi', 'salary_bonus', 'expenses', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'other', 'exercised_stock_options']
	Accuracy: 0.85064	Precision: 0.45552	Recall: 0.23300	F1: 0.30830	F2: 0.25823
	Total predictions: 14000	True positives:  466	False positives:  557	False negatives: 1534	True negatives: 11443

['poi', 'salary_bonus', 'expenses', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'director_fees', 'resto_dirfees']
	Accuracy: 0.30517	Precision: 0.19346	Recall: 1.00000	F1: 0.32420	F2: 0.54532
	Total predictions: 12000	True positives: 2000	False positives: 8338	False negatives:    0	True negatives: 1662

['poi', 'salary_bonus', 'expenses', 'director_fees', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'director_fees', 'bonus']
	Accuracy: 0.30558	Precision: 0.19355	Recall: 1.00000	F1: 0.32433	F2: 0.54546
	Total predictions: 12000	True positives: 2000	False positives: 8333	False negatives:    0	True negatives: 1667

['poi', 'salary_bonus', 'expenses', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'director_fees', 'total_stock_value']
	Accuracy: 0.43933	Precision: 0.19165	Recall: 0.99600	F1: 0.32145	F2: 0.54148
	Total predictions: 15000	True positives: 1992	False positives: 8402	False negatives:    8	True negatives: 4598

['poi', 'salary_bonus', 'expenses', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.28385	Precision: 0.17683	Recall: 1.00000	F1: 0.30053	F2: 0.51787
	Total predictions: 13000	True positives: 2000	False positives: 9310	False negatives:    0	True negatives: 1690

['poi', 'salary_bonus', 'expenses', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.28115	Precision: 0.17136	Recall: 0.95750	F1: 0.29070	F2: 0.49935
	Total predictions: 13000	True positives: 1915	False positives: 9260	False negatives:   85	True negatives: 1740

['poi', 'salary_bonus', 'expenses', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'director_fees', 'restricted_stock']
	Accuracy: 0.26279	Precision: 0.16189	Recall: 0.99600	F1: 0.27850	F2: 0.49052
	Total predictions: 14000	True positives: 1992	False positives: 10313	False negatives:    8	True negatives: 1687

['poi', 'salary_bonus', 'expenses', 'director_fees', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'director_fees', 'salary']
	Accuracy: 0.29858	Precision: 0.19134	Recall: 0.99450	F1: 0.32094	F2: 0.54064
	Total predictions: 12000	True positives: 1989	False positives: 8406	False negatives:   11	True negatives: 1594

['poi', 'salary_bonus', 'expenses', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'director_fees', 'total_payments']
	Accuracy: 0.56369	Precision: 0.20811	Recall: 0.65450	F1: 0.31580	F2: 0.45801
	Total predictions: 13000	True positives: 1309	False positives: 4981	False negatives:  691	True negatives: 6019

['poi', 'salary_bonus', 'expenses', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.33643	Precision: 0.17698	Recall: 0.99850	F1: 0.30066	F2: 0.51779
	Total predictions: 14000	True positives: 1997	False positives: 9287	False negatives:    3	True negatives: 2713

['poi', 'salary_bonus', 'expenses', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'resto_dirfees', 'bonus']
	Accuracy: 0.21873	Precision: 0.18879	Recall: 1.00000	F1: 0.31761	F2: 0.53781
	Total predictions: 11000	True positives: 2000	False positives: 8594	False negatives:    0	True negatives:  406

['poi', 'salary_bonus', 'expenses', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.21550	Precision: 0.15055	Recall: 0.96750	F1: 0.26055	F2: 0.46396
	Total predictions: 14000	True positives: 1935	False positives: 10918	False negatives:   65	True negatives: 1082

['poi', 'salary_bonus', 'expenses', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.20617	Precision: 0.17352	Recall: 1.00000	F1: 0.29573	F2: 0.51214
	Total predictions: 12000	True positives: 2000	False positives: 9526	False negatives:    0	True negatives:  474

['poi', 'salary_bonus', 'expenses', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.19542	Precision: 0.16440	Recall: 0.93750	F1: 0.27975	F2: 0.48312
	Total predictions: 12000	True positives: 1875	False positives: 9530	False negatives:  125	True negatives:  470

['poi', 'salary_bonus', 'expenses', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.18515	Precision: 0.15855	Recall: 0.99750	F1: 0.27361	F2: 0.48462
	Total predictions: 13000	True positives: 1995	False positives: 10588	False negatives:    5	True negatives:  412

['poi', 'salary_bonus', 'expenses', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'resto_dirfees', 'salary']
	Accuracy: 0.20200	Precision: 0.17198	Recall: 0.99300	F1: 0.29318	F2: 0.50798
	Total predictions: 12000	True positives: 1986	False positives: 9562	False negatives:   14	True negatives:  438

['poi', 'salary_bonus', 'expenses', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'resto_dirfees', 'total_payments']
	Accuracy: 0.22477	Precision: 0.15073	Recall: 0.87150	F1: 0.25700	F2: 0.44546
	Total predictions: 13000	True positives: 1743	False positives: 9821	False negatives:  257	True negatives: 1179

['poi', 'salary_bonus', 'expenses', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.21536	Precision: 0.15085	Recall: 0.97050	F1: 0.26112	F2: 0.46509
	Total predictions: 14000	True positives: 1941	False positives: 10926	False negatives:   59	True negatives: 1074

['poi', 'salary_bonus', 'expenses', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'bonus', 'total_stock_value']
	Accuracy: 0.84971	Precision: 0.46438	Recall: 0.33900	F1: 0.39191	F2: 0.35835
	Total predictions: 14000	True positives:  678	False positives:  782	False negatives: 1322	True negatives: 11218

['poi', 'salary_bonus', 'expenses', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.81258	Precision: 0.39494	Recall: 0.23400	F1: 0.29388	F2: 0.25476
	Total predictions: 12000	True positives:  468	False positives:  717	False negatives: 1532	True negatives: 9283

['poi', 'salary_bonus', 'expenses', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.80817	Precision: 0.35196	Recall: 0.17950	F1: 0.23775	F2: 0.19900
	Total predictions: 12000	True positives:  359	False positives:  661	False negatives: 1641	True negatives: 9339

['poi', 'salary_bonus', 'expenses', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'bonus', 'restricted_stock']
	Accuracy: 0.81308	Precision: 0.33017	Recall: 0.20900	F1: 0.25597	F2: 0.22556
	Total predictions: 13000	True positives:  418	False positives:  848	False negatives: 1582	True negatives: 10152

['poi', 'salary_bonus', 'expenses', 'bonus', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'bonus', 'salary']
	Accuracy: 0.80655	Precision: 0.43456	Recall: 0.21250	F1: 0.28543	F2: 0.23669
	Total predictions: 11000	True positives:  425	False positives:  553	False negatives: 1575	True negatives: 8447

['poi', 'salary_bonus', 'expenses', 'bonus', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'bonus', 'total_payments']
	Accuracy: 0.82723	Precision: 0.37475	Recall: 0.18400	F1: 0.24681	F2: 0.20485
	Total predictions: 13000	True positives:  368	False positives:  614	False negatives: 1632	True negatives: 10386

['poi', 'salary_bonus', 'expenses', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'bonus', 'exercised_stock_options']
	Accuracy: 0.85021	Precision: 0.46558	Recall: 0.32800	F1: 0.38486	F2: 0.34860
	Total predictions: 14000	True positives:  656	False positives:  753	False negatives: 1344	True negatives: 11247

['poi', 'salary_bonus', 'expenses', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.85671	Precision: 0.49753	Recall: 0.30250	F1: 0.37624	F2: 0.32823
	Total predictions: 14000	True positives:  605	False positives:  611	False negatives: 1395	True negatives: 11389

['poi', 'salary_bonus', 'expenses', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.85529	Precision: 0.48934	Recall: 0.29850	F1: 0.37081	F2: 0.32375
	Total predictions: 14000	True positives:  597	False positives:  623	False negatives: 1403	True negatives: 11377

['poi', 'salary_bonus', 'expenses', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.85879	Precision: 0.50855	Recall: 0.34200	F1: 0.40897	F2: 0.36597
	Total predictions: 14000	True positives:  684	False positives:  661	False negatives: 1316	True negatives: 11339

['poi', 'salary_bonus', 'expenses', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'total_stock_value', 'salary']
	Accuracy: 0.84914	Precision: 0.45632	Recall: 0.29250	F1: 0.35649	F2: 0.31513
	Total predictions: 14000	True positives:  585	False positives:  697	False negatives: 1415	True negatives: 11303

['poi', 'salary_bonus', 'expenses', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'total_stock_value', 'total_payments']
	Accuracy: 0.85660	Precision: 0.43041	Recall: 0.23350	F1: 0.30276	F2: 0.25702
	Total predictions: 15000	True positives:  467	False positives:  618	False negatives: 1533	True negatives: 12382

['poi', 'salary_bonus', 'expenses', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.85507	Precision: 0.48933	Recall: 0.33250	F1: 0.39595	F2: 0.35527
	Total predictions: 14000	True positives:  665	False positives:  694	False negatives: 1335	True negatives: 11306

['poi', 'salary_bonus', 'expenses', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.80667	Precision: 0.34221	Recall: 0.17350	F1: 0.23026	F2: 0.19248
	Total predictions: 12000	True positives:  347	False positives:  667	False negatives: 1653	True negatives: 9333

['poi', 'salary_bonus', 'expenses', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.82600	Precision: 0.36633	Recall: 0.17950	F1: 0.24094	F2: 0.19989
	Total predictions: 13000	True positives:  359	False positives:  621	False negatives: 1641	True negatives: 10379

['poi', 'salary_bonus', 'expenses', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.82233	Precision: 0.43439	Recall: 0.21850	F1: 0.29075	F2: 0.24262
	Total predictions: 12000	True positives:  437	False positives:  569	False negatives: 1563	True negatives: 9431

['poi', 'salary_bonus', 'expenses', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.83169	Precision: 0.36053	Recall: 0.12150	F1: 0.18175	F2: 0.14007
	Total predictions: 13000	True positives:  243	False positives:  431	False negatives: 1757	True negatives: 10569

['poi', 'salary_bonus', 'expenses', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.85379	Precision: 0.48043	Recall: 0.28850	F1: 0.36051	F2: 0.31355
	Total predictions: 14000	True positives:  577	False positives:  624	False negatives: 1423	True negatives: 11376

['poi', 'salary_bonus', 'expenses', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.80815	Precision: 0.27748	Recall: 0.15400	F1: 0.19807	F2: 0.16905
	Total predictions: 13000	True positives:  308	False positives:  802	False negatives: 1692	True negatives: 10198

['poi', 'salary_bonus', 'expenses', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.80508	Precision: 0.32362	Recall: 0.15550	F1: 0.21006	F2: 0.17353
	Total predictions: 12000	True positives:  311	False positives:  650	False negatives: 1689	True negatives: 9350

['poi', 'salary_bonus', 'expenses', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.83346	Precision: 0.37885	Recall: 0.12900	F1: 0.19247	F2: 0.14860
	Total predictions: 13000	True positives:  258	False positives:  423	False negatives: 1742	True negatives: 10577

['poi', 'salary_bonus', 'expenses', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.85693	Precision: 0.49868	Recall: 0.28350	F1: 0.36149	F2: 0.31028
	Total predictions: 14000	True positives:  567	False positives:  570	False negatives: 1433	True negatives: 11430

['poi', 'salary_bonus', 'expenses', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'restricted_stock', 'salary']
	Accuracy: 0.82115	Precision: 0.34742	Recall: 0.18500	F1: 0.24144	F2: 0.20408
	Total predictions: 13000	True positives:  370	False positives:  695	False negatives: 1630	True negatives: 10305

['poi', 'salary_bonus', 'expenses', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'restricted_stock', 'total_payments']
	Accuracy: 0.83129	Precision: 0.29799	Recall: 0.13350	F1: 0.18439	F2: 0.15007
	Total predictions: 14000	True positives:  267	False positives:  629	False negatives: 1733	True negatives: 11371

['poi', 'salary_bonus', 'expenses', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.85793	Precision: 0.50404	Recall: 0.34300	F1: 0.40821	F2: 0.36641
	Total predictions: 14000	True positives:  686	False positives:  675	False negatives: 1314	True negatives: 11325

['poi', 'salary_bonus', 'expenses', 'salary', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'salary', 'total_payments']
	Accuracy: 0.82938	Precision: 0.35349	Recall: 0.13150	F1: 0.19169	F2: 0.15039
	Total predictions: 13000	True positives:  263	False positives:  481	False negatives: 1737	True negatives: 10519

['poi', 'salary_bonus', 'expenses', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'salary', 'exercised_stock_options']
	Accuracy: 0.85479	Precision: 0.48646	Recall: 0.29650	F1: 0.36844	F2: 0.32162
	Total predictions: 14000	True positives:  593	False positives:  626	False negatives: 1407	True negatives: 11374

['poi', 'salary_bonus', 'expenses', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'expenses', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85500	Precision: 0.48466	Recall: 0.23700	F1: 0.31833	F2: 0.26398
	Total predictions: 14000	True positives:  474	False positives:  504	False negatives: 1526	True negatives: 11496

['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred']
	Accuracy: 0.32827	Precision: 0.21302	Recall: 1.00000	F1: 0.35122	F2: 0.57508
	Total predictions: 11000	True positives: 2000	False positives: 7389	False negatives:    0	True negatives: 1611

['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi']
	Accuracy: 0.84308	Precision: 0.48705	Recall: 0.37600	F1: 0.42438	F2: 0.39396
	Total predictions: 13000	True positives:  752	False positives:  792	False negatives: 1248	True negatives: 10208

['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'from_messages']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'from_messages']
	Accuracy: 0.85100	Precision: 0.52258	Recall: 0.36450	F1: 0.42946	F2: 0.38797
	Total predictions: 13000	True positives:  729	False positives:  666	False negatives: 1271	True negatives: 10334

['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'other']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'other']
	Accuracy: 0.81191	Precision: 0.46581	Recall: 0.23500	F1: 0.31240	F2: 0.26085
	Total predictions: 11000	True positives:  470	False positives:  539	False negatives: 1530	True negatives: 8461

['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'director_fees']
	Accuracy: 0.32591	Precision: 0.21243	Recall: 1.00000	F1: 0.35042	F2: 0.57422
	Total predictions: 11000	True positives: 2000	False positives: 7415	False negatives:    0	True negatives: 1585

['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'resto_dirfees']
	Accuracy: 0.21882	Precision: 0.18880	Recall: 1.00000	F1: 0.31764	F2: 0.53784
	Total predictions: 11000	True positives: 2000	False positives: 8593	False negatives:    0	True negatives:  407

['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'bonus']
	Accuracy: 0.83773	Precision: 0.57739	Recall: 0.40100	F1: 0.47330	F2: 0.42710
	Total predictions: 11000	True positives:  802	False positives:  587	False negatives: 1198	True negatives: 8413

['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'total_stock_value']
	Accuracy: 0.85543	Precision: 0.49220	Recall: 0.37850	F1: 0.42793	F2: 0.39683
	Total predictions: 14000	True positives:  757	False positives:  781	False negatives: 1243	True negatives: 11219

['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person']
	Accuracy: 0.85158	Precision: 0.58430	Recall: 0.37950	F1: 0.46014	F2: 0.40811
	Total predictions: 12000	True positives:  759	False positives:  540	False negatives: 1241	True negatives: 9460

['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'from_this_person_to_poi']
	Accuracy: 0.83325	Precision: 0.49965	Recall: 0.36050	F1: 0.41882	F2: 0.38176
	Total predictions: 12000	True positives:  721	False positives:  722	False negatives: 1279	True negatives: 9278

['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'restricted_stock']
	Accuracy: 0.84731	Precision: 0.50532	Recall: 0.35600	F1: 0.41772	F2: 0.37836
	Total predictions: 13000	True positives:  712	False positives:  697	False negatives: 1288	True negatives: 10303

['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'salary']
	Accuracy: 0.83245	Precision: 0.56398	Recall: 0.34600	F1: 0.42888	F2: 0.37499
	Total predictions: 11000	True positives:  692	False positives:  535	False negatives: 1308	True negatives: 8465

['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'total_payments']
	Accuracy: 0.83631	Precision: 0.43561	Recall: 0.21650	F1: 0.28925	F2: 0.24072
	Total predictions: 13000	True positives:  433	False positives:  561	False negatives: 1567	True negatives: 10439

['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'exercised_stock_options']
	Accuracy: 0.85779	Precision: 0.50307	Recall: 0.36900	F1: 0.42573	F2: 0.38978
	Total predictions: 14000	True positives:  738	False positives:  729	False negatives: 1262	True negatives: 11271

['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi']
	Accuracy: 0.28131	Precision: 0.17632	Recall: 1.00000	F1: 0.29978	F2: 0.51698
	Total predictions: 13000	True positives: 2000	False positives: 9343	False negatives:    0	True negatives: 1657

['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'from_messages']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'from_messages']
	Accuracy: 0.29977	Precision: 0.17137	Recall: 0.92600	F1: 0.28922	F2: 0.49237
	Total predictions: 13000	True positives: 1852	False positives: 8955	False negatives:  148	True negatives: 2045

['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'other']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'other']
	Accuracy: 0.31608	Precision: 0.18875	Recall: 0.94100	F1: 0.31443	F2: 0.52362
	Total predictions: 12000	True positives: 1882	False positives: 8089	False negatives:  118	True negatives: 1911

['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'director_fees']
	Accuracy: 0.44945	Precision: 0.24826	Recall: 1.00000	F1: 0.39777	F2: 0.62282
	Total predictions: 11000	True positives: 2000	False positives: 6056	False negatives:    0	True negatives: 2944

['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees']
	Accuracy: 0.34491	Precision: 0.21725	Recall: 1.00000	F1: 0.35695	F2: 0.58119
	Total predictions: 11000	True positives: 2000	False positives: 7206	False negatives:    0	True negatives: 1794

['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'bonus']
	Accuracy: 0.34491	Precision: 0.21725	Recall: 1.00000	F1: 0.35695	F2: 0.58119
	Total predictions: 11000	True positives: 2000	False positives: 7206	False negatives:    0	True negatives: 1794

['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'total_stock_value']
	Accuracy: 0.26121	Precision: 0.16204	Recall: 1.00000	F1: 0.27888	F2: 0.49157
	Total predictions: 14000	True positives: 2000	False positives: 10343	False negatives:    0	True negatives: 1657

['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'from_poi_to_this_person']
	Accuracy: 0.30417	Precision: 0.19324	Recall: 1.00000	F1: 0.32389	F2: 0.54496
	Total predictions: 12000	True positives: 2000	False positives: 8350	False negatives:    0	True negatives: 1650

['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'from_this_person_to_poi']
	Accuracy: 0.30367	Precision: 0.18572	Recall: 0.93900	F1: 0.31011	F2: 0.51844
	Total predictions: 12000	True positives: 1878	False positives: 8234	False negatives:  122	True negatives: 1766

['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'restricted_stock']
	Accuracy: 0.28531	Precision: 0.17633	Recall: 0.99300	F1: 0.29948	F2: 0.51550
	Total predictions: 13000	True positives: 1986	False positives: 9277	False negatives:   14	True negatives: 1723

['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'salary']
	Accuracy: 0.30842	Precision: 0.19384	Recall: 0.99700	F1: 0.32457	F2: 0.54520
	Total predictions: 12000	True positives: 1994	False positives: 8293	False negatives:    6	True negatives: 1707

['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'total_payments']
	Accuracy: 0.27862	Precision: 0.16944	Recall: 0.94550	F1: 0.28739	F2: 0.49348
	Total predictions: 13000	True positives: 1891	False positives: 9269	False negatives:  109	True negatives: 1731

['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'exercised_stock_options']
	Accuracy: 0.26614	Precision: 0.16295	Recall: 1.00000	F1: 0.28023	F2: 0.49324
	Total predictions: 14000	True positives: 2000	False positives: 10274	False negatives:    0	True negatives: 1726

['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'from_messages']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'from_messages']
	Accuracy: 0.83908	Precision: 0.52668	Recall: 0.34050	F1: 0.41360	F2: 0.36640
	Total predictions: 12000	True positives:  681	False positives:  612	False negatives: 1319	True negatives: 9388

['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'other']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'other']
	Accuracy: 0.82731	Precision: 0.38541	Recall: 0.20600	F1: 0.26849	F2: 0.22715
	Total predictions: 13000	True positives:  412	False positives:  657	False negatives: 1588	True negatives: 10343

['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'director_fees']
	Accuracy: 0.28531	Precision: 0.17713	Recall: 1.00000	F1: 0.30096	F2: 0.51838
	Total predictions: 13000	True positives: 2000	False positives: 9291	False negatives:    0	True negatives: 1709

['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees']
	Accuracy: 0.19658	Precision: 0.17181	Recall: 1.00000	F1: 0.29323	F2: 0.50914
	Total predictions: 12000	True positives: 2000	False positives: 9641	False negatives:    0	True negatives:  359

['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'bonus']
	Accuracy: 0.84775	Precision: 0.56255	Recall: 0.38900	F1: 0.45995	F2: 0.41458
	Total predictions: 12000	True positives:  778	False positives:  605	False negatives: 1222	True negatives: 9395

['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value']
	Accuracy: 0.84036	Precision: 0.42751	Recall: 0.34650	F1: 0.38277	F2: 0.36015
	Total predictions: 14000	True positives:  693	False positives:  928	False negatives: 1307	True negatives: 11072

['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'from_poi_to_this_person']
	Accuracy: 0.83767	Precision: 0.52009	Recall: 0.33650	F1: 0.40862	F2: 0.36206
	Total predictions: 12000	True positives:  673	False positives:  621	False negatives: 1327	True negatives: 9379

['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'from_this_person_to_poi']
	Accuracy: 0.82858	Precision: 0.47939	Recall: 0.33150	F1: 0.39196	F2: 0.35330
	Total predictions: 12000	True positives:  663	False positives:  720	False negatives: 1337	True negatives: 9280

['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'restricted_stock']
	Accuracy: 0.82362	Precision: 0.40468	Recall: 0.31100	F1: 0.35171	F2: 0.32610
	Total predictions: 13000	True positives:  622	False positives:  915	False negatives: 1378	True negatives: 10085

['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'salary']
	Accuracy: 0.83738	Precision: 0.45615	Recall: 0.29650	F1: 0.35939	F2: 0.31882
	Total predictions: 13000	True positives:  593	False positives:  707	False negatives: 1407	True negatives: 10293

['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'total_payments']
	Accuracy: 0.84621	Precision: 0.42721	Recall: 0.22450	F1: 0.29433	F2: 0.24804
	Total predictions: 14000	True positives:  449	False positives:  602	False negatives: 1551	True negatives: 11398

['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'exercised_stock_options']
	Accuracy: 0.84557	Precision: 0.44685	Recall: 0.34050	F1: 0.38649	F2: 0.35752
	Total predictions: 14000	True positives:  681	False positives:  843	False negatives: 1319	True negatives: 11157

['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'other']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'other']
	Accuracy: 0.83331	Precision: 0.41675	Recall: 0.20900	F1: 0.27839	F2: 0.23214
	Total predictions: 13000	True positives:  418	False positives:  585	False negatives: 1582	True negatives: 10415

['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'director_fees']
	Accuracy: 0.31377	Precision: 0.17541	Recall: 0.93500	F1: 0.29540	F2: 0.50104
	Total predictions: 13000	True positives: 1870	False positives: 8791	False negatives:  130	True negatives: 2209

['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'resto_dirfees']
	Accuracy: 0.22025	Precision: 0.16839	Recall: 0.93400	F1: 0.28534	F2: 0.48918
	Total predictions: 12000	True positives: 1868	False positives: 9225	False negatives:  132	True negatives:  775

['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'bonus']
	Accuracy: 0.84158	Precision: 0.53852	Recall: 0.34600	F1: 0.42131	F2: 0.37264
	Total predictions: 12000	True positives:  692	False positives:  593	False negatives: 1308	True negatives: 9407

['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'total_stock_value']
	Accuracy: 0.85421	Precision: 0.48603	Recall: 0.35650	F1: 0.41131	F2: 0.37657
	Total predictions: 14000	True positives:  713	False positives:  754	False negatives: 1287	True negatives: 11246

['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.84900	Precision: 0.57860	Recall: 0.34600	F1: 0.43304	F2: 0.37625
	Total predictions: 12000	True positives:  692	False positives:  504	False negatives: 1308	True negatives: 9496

['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'from_this_person_to_poi']
	Accuracy: 0.85375	Precision: 0.60928	Recall: 0.34150	F1: 0.43768	F2: 0.37441
	Total predictions: 12000	True positives:  683	False positives:  438	False negatives: 1317	True negatives: 9562

['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'restricted_stock']
	Accuracy: 0.84062	Precision: 0.47329	Recall: 0.31900	F1: 0.38112	F2: 0.34125
	Total predictions: 13000	True positives:  638	False positives:  710	False negatives: 1362	True negatives: 10290

['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'salary']
	Accuracy: 0.84792	Precision: 0.50856	Recall: 0.34150	F1: 0.40862	F2: 0.36551
	Total predictions: 13000	True positives:  683	False positives:  660	False negatives: 1317	True negatives: 10340

['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'total_payments']
	Accuracy: 0.85329	Precision: 0.47176	Recall: 0.22550	F1: 0.30514	F2: 0.25179
	Total predictions: 14000	True positives:  451	False positives:  505	False negatives: 1549	True negatives: 11495

['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.85943	Precision: 0.51159	Recall: 0.35300	F1: 0.41775	F2: 0.37633
	Total predictions: 14000	True positives:  706	False positives:  674	False negatives: 1294	True negatives: 11326

['poi', 'salary_bonus', 'deferred_income', 'other', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'other', 'director_fees']
	Accuracy: 0.31755	Precision: 0.20100	Recall: 0.92550	F1: 0.33027	F2: 0.53780
	Total predictions: 11000	True positives: 1851	False positives: 7358	False negatives:  149	True negatives: 1642

['poi', 'salary_bonus', 'deferred_income', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'other', 'resto_dirfees']
	Accuracy: 0.21164	Precision: 0.17960	Recall: 0.93500	F1: 0.30132	F2: 0.50782
	Total predictions: 11000	True positives: 1870	False positives: 8542	False negatives:  130	True negatives:  458

['poi', 'salary_bonus', 'deferred_income', 'other', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'other', 'bonus']
	Accuracy: 0.81973	Precision: 0.50945	Recall: 0.22900	F1: 0.31597	F2: 0.25733
	Total predictions: 11000	True positives:  458	False positives:  441	False negatives: 1542	True negatives: 8559

['poi', 'salary_bonus', 'deferred_income', 'other', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'other', 'total_stock_value']
	Accuracy: 0.85179	Precision: 0.46851	Recall: 0.27900	F1: 0.34973	F2: 0.30356
	Total predictions: 14000	True positives:  558	False positives:  633	False negatives: 1442	True negatives: 11367

['poi', 'salary_bonus', 'deferred_income', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'other', 'from_poi_to_this_person']
	Accuracy: 0.82975	Precision: 0.47681	Recall: 0.22100	F1: 0.30202	F2: 0.24756
	Total predictions: 12000	True positives:  442	False positives:  485	False negatives: 1558	True negatives: 9515

['poi', 'salary_bonus', 'deferred_income', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'other', 'from_this_person_to_poi']
	Accuracy: 0.81742	Precision: 0.41357	Recall: 0.22850	F1: 0.29436	F2: 0.25096
	Total predictions: 12000	True positives:  457	False positives:  648	False negatives: 1543	True negatives: 9352

['poi', 'salary_bonus', 'deferred_income', 'other', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'other', 'restricted_stock']
	Accuracy: 0.83615	Precision: 0.43970	Recall: 0.23700	F1: 0.30799	F2: 0.26107
	Total predictions: 13000	True positives:  474	False positives:  604	False negatives: 1526	True negatives: 10396

['poi', 'salary_bonus', 'deferred_income', 'other', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'other', 'salary']
	Accuracy: 0.81509	Precision: 0.48090	Recall: 0.21400	F1: 0.29619	F2: 0.24072
	Total predictions: 11000	True positives:  428	False positives:  462	False negatives: 1572	True negatives: 8538

['poi', 'salary_bonus', 'deferred_income', 'other', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'other', 'total_payments']
	Accuracy: 0.83215	Precision: 0.40733	Recall: 0.20000	F1: 0.26828	F2: 0.22267
	Total predictions: 13000	True positives:  400	False positives:  582	False negatives: 1600	True negatives: 10418

['poi', 'salary_bonus', 'deferred_income', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'other', 'exercised_stock_options']
	Accuracy: 0.85107	Precision: 0.46485	Recall: 0.28100	F1: 0.35026	F2: 0.30514
	Total predictions: 14000	True positives:  562	False positives:  647	False negatives: 1438	True negatives: 11353

['poi', 'salary_bonus', 'deferred_income', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'director_fees', 'resto_dirfees']
	Accuracy: 0.35000	Precision: 0.23529	Recall: 1.00000	F1: 0.38095	F2: 0.60606
	Total predictions: 10000	True positives: 2000	False positives: 6500	False negatives:    0	True negatives: 1500

['poi', 'salary_bonus', 'deferred_income', 'director_fees', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'director_fees', 'bonus']
	Accuracy: 0.35000	Precision: 0.23529	Recall: 1.00000	F1: 0.38095	F2: 0.60606
	Total predictions: 10000	True positives: 2000	False positives: 6500	False negatives:    0	True negatives: 1500

['poi', 'salary_bonus', 'deferred_income', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'director_fees', 'total_stock_value']
	Accuracy: 0.58350	Precision: 0.21860	Recall: 0.74400	F1: 0.33791	F2: 0.50247
	Total predictions: 14000	True positives: 1488	False positives: 5319	False negatives:  512	True negatives: 6681

['poi', 'salary_bonus', 'deferred_income', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.29658	Precision: 0.19155	Recall: 1.00000	F1: 0.32152	F2: 0.54227
	Total predictions: 12000	True positives: 2000	False positives: 8441	False negatives:    0	True negatives: 1559

['poi', 'salary_bonus', 'deferred_income', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.29733	Precision: 0.18390	Recall: 0.93550	F1: 0.30738	F2: 0.51475
	Total predictions: 12000	True positives: 1871	False positives: 8303	False negatives:  129	True negatives: 1697

['poi', 'salary_bonus', 'deferred_income', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'director_fees', 'restricted_stock']
	Accuracy: 0.27969	Precision: 0.17502	Recall: 0.99150	F1: 0.29752	F2: 0.51293
	Total predictions: 13000	True positives: 1983	False positives: 9347	False negatives:   17	True negatives: 1653

['poi', 'salary_bonus', 'deferred_income', 'director_fees', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'director_fees', 'salary']
	Accuracy: 0.32427	Precision: 0.21116	Recall: 0.99300	F1: 0.34827	F2: 0.57053
	Total predictions: 11000	True positives: 1986	False positives: 7419	False negatives:   14	True negatives: 1581

['poi', 'salary_bonus', 'deferred_income', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'director_fees', 'total_payments']
	Accuracy: 0.72646	Precision: 0.23963	Recall: 0.35800	F1: 0.28709	F2: 0.32581
	Total predictions: 13000	True positives:  716	False positives: 2272	False negatives: 1284	True negatives: 8728

['poi', 'salary_bonus', 'deferred_income', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.43071	Precision: 0.18326	Recall: 0.86350	F1: 0.30235	F2: 0.49558
	Total predictions: 14000	True positives: 1727	False positives: 7697	False negatives:  273	True negatives: 4303

['poi', 'salary_bonus', 'deferred_income', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'resto_dirfees', 'bonus']
	Accuracy: 0.23870	Precision: 0.20805	Recall: 1.00000	F1: 0.34444	F2: 0.56776
	Total predictions: 10000	True positives: 2000	False positives: 7613	False negatives:    0	True negatives:  387

['poi', 'salary_bonus', 'deferred_income', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.22836	Precision: 0.15159	Recall: 0.95750	F1: 0.26174	F2: 0.46406
	Total predictions: 14000	True positives: 1915	False positives: 10718	False negatives:   85	True negatives: 1282

['poi', 'salary_bonus', 'deferred_income', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.20175	Precision: 0.17273	Recall: 1.00000	F1: 0.29457	F2: 0.51075
	Total predictions: 12000	True positives: 2000	False positives: 9579	False negatives:    0	True negatives:  421

['poi', 'salary_bonus', 'deferred_income', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.20782	Precision: 0.17968	Recall: 0.94150	F1: 0.30176	F2: 0.50947
	Total predictions: 11000	True positives: 1883	False positives: 8597	False negatives:  117	True negatives:  403

['poi', 'salary_bonus', 'deferred_income', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.18669	Precision: 0.15798	Recall: 0.99000	F1: 0.27248	F2: 0.48215
	Total predictions: 13000	True positives: 1980	False positives: 10553	False negatives:   20	True negatives:  447

['poi', 'salary_bonus', 'deferred_income', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'resto_dirfees', 'salary']
	Accuracy: 0.21545	Precision: 0.18703	Recall: 0.99050	F1: 0.31464	F2: 0.53276
	Total predictions: 11000	True positives: 1981	False positives: 8611	False negatives:   19	True negatives:  389

['poi', 'salary_bonus', 'deferred_income', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'resto_dirfees', 'total_payments']
	Accuracy: 0.23369	Precision: 0.15352	Recall: 0.88200	F1: 0.26153	F2: 0.45254
	Total predictions: 13000	True positives: 1764	False positives: 9726	False negatives:  236	True negatives: 1274

['poi', 'salary_bonus', 'deferred_income', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.22443	Precision: 0.15065	Recall: 0.95500	F1: 0.26025	F2: 0.46184
	Total predictions: 14000	True positives: 1910	False positives: 10768	False negatives:   90	True negatives: 1232

['poi', 'salary_bonus', 'deferred_income', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'bonus', 'total_stock_value']
	Accuracy: 0.84729	Precision: 0.45537	Recall: 0.35200	F1: 0.39707	F2: 0.36874
	Total predictions: 14000	True positives:  704	False positives:  842	False negatives: 1296	True negatives: 11158

['poi', 'salary_bonus', 'deferred_income', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.84792	Precision: 0.56486	Recall: 0.38100	F1: 0.45506	F2: 0.40753
	Total predictions: 12000	True positives:  762	False positives:  587	False negatives: 1238	True negatives: 9413

['poi', 'salary_bonus', 'deferred_income', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.81536	Precision: 0.48798	Recall: 0.31450	F1: 0.38249	F2: 0.33857
	Total predictions: 11000	True positives:  629	False positives:  660	False negatives: 1371	True negatives: 8340

['poi', 'salary_bonus', 'deferred_income', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'bonus', 'restricted_stock']
	Accuracy: 0.84131	Precision: 0.47829	Recall: 0.34700	F1: 0.40220	F2: 0.36716
	Total predictions: 13000	True positives:  694	False positives:  757	False negatives: 1306	True negatives: 10243

['poi', 'salary_bonus', 'deferred_income', 'bonus', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'bonus', 'salary']
	Accuracy: 0.82909	Precision: 0.55445	Recall: 0.30550	F1: 0.39394	F2: 0.33564
	Total predictions: 11000	True positives:  611	False positives:  491	False negatives: 1389	True negatives: 8509

['poi', 'salary_bonus', 'deferred_income', 'bonus', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'bonus', 'total_payments']
	Accuracy: 0.84269	Precision: 0.47514	Recall: 0.21500	F1: 0.29604	F2: 0.24144
	Total predictions: 13000	True positives:  430	False positives:  475	False negatives: 1570	True negatives: 10525

['poi', 'salary_bonus', 'deferred_income', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'bonus', 'exercised_stock_options']
	Accuracy: 0.85129	Precision: 0.47169	Recall: 0.34150	F1: 0.39617	F2: 0.36145
	Total predictions: 14000	True positives:  683	False positives:  765	False negatives: 1317	True negatives: 11235

['poi', 'salary_bonus', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.85586	Precision: 0.49354	Recall: 0.34400	F1: 0.40542	F2: 0.36619
	Total predictions: 14000	True positives:  688	False positives:  706	False negatives: 1312	True negatives: 11294

['poi', 'salary_bonus', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.85593	Precision: 0.49400	Recall: 0.35000	F1: 0.40972	F2: 0.37167
	Total predictions: 14000	True positives:  700	False positives:  717	False negatives: 1300	True negatives: 11283

['poi', 'salary_bonus', 'deferred_income', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.85679	Precision: 0.49819	Recall: 0.34450	F1: 0.40733	F2: 0.36715
	Total predictions: 14000	True positives:  689	False positives:  694	False negatives: 1311	True negatives: 11306

['poi', 'salary_bonus', 'deferred_income', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'total_stock_value', 'salary']
	Accuracy: 0.84471	Precision: 0.44430	Recall: 0.34700	F1: 0.38967	F2: 0.36289
	Total predictions: 14000	True positives:  694	False positives:  868	False negatives: 1306	True negatives: 11132

['poi', 'salary_bonus', 'deferred_income', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'total_stock_value', 'total_payments']
	Accuracy: 0.85453	Precision: 0.43269	Recall: 0.29250	F1: 0.34905	F2: 0.31277
	Total predictions: 15000	True positives:  585	False positives:  767	False negatives: 1415	True negatives: 12233

['poi', 'salary_bonus', 'deferred_income', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.85657	Precision: 0.49742	Recall: 0.38550	F1: 0.43437	F2: 0.40366
	Total predictions: 14000	True positives:  771	False positives:  779	False negatives: 1229	True negatives: 11221

['poi', 'salary_bonus', 'deferred_income', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.83583	Precision: 0.51234	Recall: 0.31150	F1: 0.38744	F2: 0.33800
	Total predictions: 12000	True positives:  623	False positives:  593	False negatives: 1377	True negatives: 9407

['poi', 'salary_bonus', 'deferred_income', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.84400	Precision: 0.48903	Recall: 0.31200	F1: 0.38095	F2: 0.33635
	Total predictions: 13000	True positives:  624	False positives:  652	False negatives: 1376	True negatives: 10348

['poi', 'salary_bonus', 'deferred_income', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.84383	Precision: 0.55507	Recall: 0.31750	F1: 0.40394	F2: 0.34722
	Total predictions: 12000	True positives:  635	False positives:  509	False negatives: 1365	True negatives: 9491

['poi', 'salary_bonus', 'deferred_income', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.85800	Precision: 0.50674	Recall: 0.22550	F1: 0.31211	F2: 0.25366
	Total predictions: 14000	True positives:  451	False positives:  439	False negatives: 1549	True negatives: 11561

['poi', 'salary_bonus', 'deferred_income', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.86143	Precision: 0.52297	Recall: 0.34150	F1: 0.41319	F2: 0.36697
	Total predictions: 14000	True positives:  683	False positives:  623	False negatives: 1317	True negatives: 11377

['poi', 'salary_bonus', 'deferred_income', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.83592	Precision: 0.45164	Recall: 0.31050	F1: 0.36800	F2: 0.33120
	Total predictions: 13000	True positives:  621	False positives:  754	False negatives: 1379	True negatives: 10246

['poi', 'salary_bonus', 'deferred_income', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.83925	Precision: 0.53037	Recall: 0.31000	F1: 0.39129	F2: 0.33810
	Total predictions: 12000	True positives:  620	False positives:  549	False negatives: 1380	True negatives: 9451

['poi', 'salary_bonus', 'deferred_income', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.85393	Precision: 0.47546	Recall: 0.21800	F1: 0.29894	F2: 0.24448
	Total predictions: 14000	True positives:  436	False positives:  481	False negatives: 1564	True negatives: 11519

['poi', 'salary_bonus', 'deferred_income', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.86107	Precision: 0.52066	Recall: 0.34650	F1: 0.41609	F2: 0.37134
	Total predictions: 14000	True positives:  693	False positives:  638	False negatives: 1307	True negatives: 11362

['poi', 'salary_bonus', 'deferred_income', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'restricted_stock', 'salary']
	Accuracy: 0.84331	Precision: 0.48567	Recall: 0.31350	F1: 0.38104	F2: 0.33742
	Total predictions: 13000	True positives:  627	False positives:  664	False negatives: 1373	True negatives: 10336

['poi', 'salary_bonus', 'deferred_income', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'restricted_stock', 'total_payments']
	Accuracy: 0.83443	Precision: 0.37073	Recall: 0.22800	F1: 0.28235	F2: 0.24702
	Total predictions: 14000	True positives:  456	False positives:  774	False negatives: 1544	True negatives: 11226

['poi', 'salary_bonus', 'deferred_income', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.85229	Precision: 0.47652	Recall: 0.34500	F1: 0.40023	F2: 0.36516
	Total predictions: 14000	True positives:  690	False positives:  758	False negatives: 1310	True negatives: 11242

['poi', 'salary_bonus', 'deferred_income', 'salary', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'salary', 'total_payments']
	Accuracy: 0.84423	Precision: 0.48535	Recall: 0.20700	F1: 0.29022	F2: 0.23382
	Total predictions: 13000	True positives:  414	False positives:  439	False negatives: 1586	True negatives: 10561

['poi', 'salary_bonus', 'deferred_income', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'salary', 'exercised_stock_options']
	Accuracy: 0.86200	Precision: 0.52519	Recall: 0.35450	F1: 0.42328	F2: 0.37914
	Total predictions: 14000	True positives:  709	False positives:  641	False negatives: 1291	True negatives: 11359

['poi', 'salary_bonus', 'deferred_income', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'deferred_income', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84893	Precision: 0.45359	Recall: 0.28100	F1: 0.34702	F2: 0.30415
	Total predictions: 14000	True positives:  562	False positives:  677	False negatives: 1438	True negatives: 11323

['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi']
	Accuracy: 0.30683	Precision: 0.19384	Recall: 1.00000	F1: 0.32473	F2: 0.54591
	Total predictions: 12000	True positives: 2000	False positives: 8318	False negatives:    0	True negatives: 1682

['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages']
	Accuracy: 0.32625	Precision: 0.19014	Recall: 0.93350	F1: 0.31593	F2: 0.52388
	Total predictions: 12000	True positives: 1867	False positives: 7952	False negatives:  133	True negatives: 2048

['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'other']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'other']
	Accuracy: 0.34655	Precision: 0.21101	Recall: 0.94700	F1: 0.34512	F2: 0.55785
	Total predictions: 11000	True positives: 1894	False positives: 7082	False negatives:  106	True negatives: 1918

['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees']
	Accuracy: 0.44491	Precision: 0.24673	Recall: 1.00000	F1: 0.39580	F2: 0.62089
	Total predictions: 11000	True positives: 2000	False positives: 6106	False negatives:    0	True negatives: 2894

['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees']
	Accuracy: 0.36320	Precision: 0.23901	Recall: 1.00000	F1: 0.38580	F2: 0.61095
	Total predictions: 10000	True positives: 2000	False positives: 6368	False negatives:    0	True negatives: 1632

['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'bonus']
	Accuracy: 0.36320	Precision: 0.23901	Recall: 1.00000	F1: 0.38580	F2: 0.61095
	Total predictions: 10000	True positives: 2000	False positives: 6368	False negatives:    0	True negatives: 1632

['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value']
	Accuracy: 0.27157	Precision: 0.16396	Recall: 1.00000	F1: 0.28173	F2: 0.49510
	Total predictions: 14000	True positives: 2000	False positives: 10198	False negatives:    0	True negatives: 1802

['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'from_poi_to_this_person']
	Accuracy: 0.31600	Precision: 0.19592	Recall: 1.00000	F1: 0.32765	F2: 0.54921
	Total predictions: 12000	True positives: 2000	False positives: 8208	False negatives:    0	True negatives: 1792

['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'from_this_person_to_poi']
	Accuracy: 0.32127	Precision: 0.20339	Recall: 0.93700	F1: 0.33423	F2: 0.54432
	Total predictions: 11000	True positives: 1874	False positives: 7340	False negatives:  126	True negatives: 1660

['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'restricted_stock']
	Accuracy: 0.30908	Precision: 0.19405	Recall: 0.99750	F1: 0.32489	F2: 0.54565
	Total predictions: 12000	True positives: 1995	False positives: 8286	False negatives:    5	True negatives: 1714

['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'salary']
	Accuracy: 0.34727	Precision: 0.21713	Recall: 0.99400	F1: 0.35640	F2: 0.57939
	Total predictions: 11000	True positives: 1988	False positives: 7168	False negatives:   12	True negatives: 1832

['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'total_payments']
	Accuracy: 0.27769	Precision: 0.17044	Recall: 0.95550	F1: 0.28928	F2: 0.49735
	Total predictions: 13000	True positives: 1911	False positives: 9301	False negatives:   89	True negatives: 1699

['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'exercised_stock_options']
	Accuracy: 0.28477	Precision: 0.17702	Recall: 1.00000	F1: 0.30080	F2: 0.51819
	Total predictions: 13000	True positives: 2000	False positives: 9298	False negatives:    0	True negatives: 1702

['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages']
	Accuracy: 0.77791	Precision: 0.31245	Recall: 0.18450	F1: 0.23200	F2: 0.20096
	Total predictions: 11000	True positives:  369	False positives:  812	False negatives: 1631	True negatives: 8188

['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'other']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'other']
	Accuracy: 0.78308	Precision: 0.19880	Recall: 0.09950	F1: 0.13262	F2: 0.11054
	Total predictions: 12000	True positives:  199	False positives:  802	False negatives: 1801	True negatives: 9198

['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees']
	Accuracy: 0.28077	Precision: 0.17621	Recall: 1.00000	F1: 0.29963	F2: 0.51680
	Total predictions: 13000	True positives: 2000	False positives: 9350	False negatives:    0	True negatives: 1650

['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees']
	Accuracy: 0.19900	Precision: 0.17224	Recall: 1.00000	F1: 0.29386	F2: 0.50989
	Total predictions: 12000	True positives: 2000	False positives: 9612	False negatives:    0	True negatives:  388

['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus']
	Accuracy: 0.79564	Precision: 0.39984	Recall: 0.24750	F1: 0.30574	F2: 0.26792
	Total predictions: 11000	True positives:  495	False positives:  743	False negatives: 1505	True negatives: 8257

['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value']
	Accuracy: 0.82786	Precision: 0.36926	Recall: 0.28950	F1: 0.32455	F2: 0.30257
	Total predictions: 14000	True positives:  579	False positives:  989	False negatives: 1421	True negatives: 11011

['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'from_poi_to_this_person']
	Accuracy: 0.79309	Precision: 0.37809	Recall: 0.21400	F1: 0.27331	F2: 0.23434
	Total predictions: 11000	True positives:  428	False positives:  704	False negatives: 1572	True negatives: 8296

['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'from_this_person_to_poi']
	Accuracy: 0.77164	Precision: 0.26770	Recall: 0.14750	F1: 0.19020	F2: 0.16205
	Total predictions: 11000	True positives:  295	False positives:  807	False negatives: 1705	True negatives: 8193

['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'restricted_stock']
	Accuracy: 0.79608	Precision: 0.28429	Recall: 0.21450	F1: 0.24451	F2: 0.22558
	Total predictions: 13000	True positives:  429	False positives: 1080	False negatives: 1571	True negatives: 9920

['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'salary']
	Accuracy: 0.80625	Precision: 0.35581	Recall: 0.20050	F1: 0.25648	F2: 0.21968
	Total predictions: 12000	True positives:  401	False positives:  726	False negatives: 1599	True negatives: 9274

['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'total_payments']
	Accuracy: 0.82264	Precision: 0.26531	Recall: 0.13650	F1: 0.18026	F2: 0.15118
	Total predictions: 14000	True positives:  273	False positives:  756	False negatives: 1727	True negatives: 11244

['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'exercised_stock_options']
	Accuracy: 0.82300	Precision: 0.39769	Recall: 0.29250	F1: 0.33708	F2: 0.30884
	Total predictions: 13000	True positives:  585	False positives:  886	False negatives: 1415	True negatives: 10114

['poi', 'salary_bonus', 'long_term_incentive', 'from_messages', 'other']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'from_messages', 'other']
	Accuracy: 0.80508	Precision: 0.32063	Recall: 0.15150	F1: 0.20577	F2: 0.16937
	Total predictions: 12000	True positives:  303	False positives:  642	False negatives: 1697	True negatives: 9358

['poi', 'salary_bonus', 'long_term_incentive', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'from_messages', 'director_fees']
	Accuracy: 0.30046	Precision: 0.17139	Recall: 0.92500	F1: 0.28920	F2: 0.49218
	Total predictions: 13000	True positives: 1850	False positives: 8944	False negatives:  150	True negatives: 2056

['poi', 'salary_bonus', 'long_term_incentive', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'from_messages', 'resto_dirfees']
	Accuracy: 0.22400	Precision: 0.16998	Recall: 0.94150	F1: 0.28796	F2: 0.49350
	Total predictions: 12000	True positives: 1883	False positives: 9195	False negatives:  117	True negatives:  805

['poi', 'salary_bonus', 'long_term_incentive', 'from_messages', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'from_messages', 'bonus']
	Accuracy: 0.78836	Precision: 0.36007	Recall: 0.21100	F1: 0.26608	F2: 0.23005
	Total predictions: 11000	True positives:  422	False positives:  750	False negatives: 1578	True negatives: 8250

['poi', 'salary_bonus', 'long_term_incentive', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'from_messages', 'total_stock_value']
	Accuracy: 0.84079	Precision: 0.41874	Recall: 0.29500	F1: 0.34614	F2: 0.31353
	Total predictions: 14000	True positives:  590	False positives:  819	False negatives: 1410	True negatives: 11181

['poi', 'salary_bonus', 'long_term_incentive', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.79973	Precision: 0.40452	Recall: 0.21500	F1: 0.28077	F2: 0.23723
	Total predictions: 11000	True positives:  430	False positives:  633	False negatives: 1570	True negatives: 8367

['poi', 'salary_bonus', 'long_term_incentive', 'from_messages', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'from_messages', 'from_this_person_to_poi']
	Accuracy: 0.79655	Precision: 0.39122	Recall: 0.21400	F1: 0.27666	F2: 0.23532
	Total predictions: 11000	True positives:  428	False positives:  666	False negatives: 1572	True negatives: 8334

['poi', 'salary_bonus', 'long_term_incentive', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'from_messages', 'restricted_stock']
	Accuracy: 0.81185	Precision: 0.33864	Recall: 0.23400	F1: 0.27676	F2: 0.24941
	Total predictions: 13000	True positives:  468	False positives:  914	False negatives: 1532	True negatives: 10086

['poi', 'salary_bonus', 'long_term_incentive', 'from_messages', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'from_messages', 'salary']
	Accuracy: 0.82442	Precision: 0.45771	Recall: 0.28950	F1: 0.35467	F2: 0.31247
	Total predictions: 12000	True positives:  579	False positives:  686	False negatives: 1421	True negatives: 9314

['poi', 'salary_bonus', 'long_term_incentive', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'from_messages', 'total_payments']
	Accuracy: 0.83436	Precision: 0.30852	Recall: 0.12850	F1: 0.18143	F2: 0.14548
	Total predictions: 14000	True positives:  257	False positives:  576	False negatives: 1743	True negatives: 11424

['poi', 'salary_bonus', 'long_term_incentive', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.83400	Precision: 0.44499	Recall: 0.31950	F1: 0.37194	F2: 0.33860
	Total predictions: 13000	True positives:  639	False positives:  797	False negatives: 1361	True negatives: 10203

['poi', 'salary_bonus', 'long_term_incentive', 'other', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'other', 'director_fees']
	Accuracy: 0.32682	Precision: 0.20545	Recall: 0.94250	F1: 0.33736	F2: 0.54876
	Total predictions: 11000	True positives: 1885	False positives: 7290	False negatives:  115	True negatives: 1710

['poi', 'salary_bonus', 'long_term_incentive', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'other', 'resto_dirfees']
	Accuracy: 0.22880	Precision: 0.19912	Recall: 0.94500	F1: 0.32892	F2: 0.54025
	Total predictions: 10000	True positives: 1890	False positives: 7602	False negatives:  110	True negatives:  398

['poi', 'salary_bonus', 'long_term_incentive', 'other', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'other', 'bonus']
	Accuracy: 0.77450	Precision: 0.33420	Recall: 0.12850	F1: 0.18563	F2: 0.14654
	Total predictions: 10000	True positives:  257	False positives:  512	False negatives: 1743	True negatives: 7488

['poi', 'salary_bonus', 'long_term_incentive', 'other', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'other', 'total_stock_value']
	Accuracy: 0.83879	Precision: 0.39082	Recall: 0.23000	F1: 0.28958	F2: 0.25063
	Total predictions: 14000	True positives:  460	False positives:  717	False negatives: 1540	True negatives: 11283

['poi', 'salary_bonus', 'long_term_incentive', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'other', 'from_poi_to_this_person']
	Accuracy: 0.78818	Precision: 0.29579	Recall: 0.11950	F1: 0.17023	F2: 0.13567
	Total predictions: 11000	True positives:  239	False positives:  569	False negatives: 1761	True negatives: 8431

['poi', 'salary_bonus', 'long_term_incentive', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'other', 'from_this_person_to_poi']
	Accuracy: 0.78118	Precision: 0.26901	Recall: 0.11850	F1: 0.16453	F2: 0.13343
	Total predictions: 11000	True positives:  237	False positives:  644	False negatives: 1763	True negatives: 8356

['poi', 'salary_bonus', 'long_term_incentive', 'other', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'other', 'restricted_stock']
	Accuracy: 0.79242	Precision: 0.24185	Recall: 0.11500	F1: 0.15588	F2: 0.12848
	Total predictions: 12000	True positives:  230	False positives:  721	False negatives: 1770	True negatives: 9279

['poi', 'salary_bonus', 'long_term_incentive', 'other', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'other', 'salary']
	Accuracy: 0.78170	Precision: 0.36323	Recall: 0.12150	F1: 0.18209	F2: 0.14015
	Total predictions: 10000	True positives:  243	False positives:  426	False negatives: 1757	True negatives: 7574

['poi', 'salary_bonus', 'long_term_incentive', 'other', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'other', 'total_payments']
	Accuracy: 0.81800	Precision: 0.28721	Recall: 0.12350	F1: 0.17273	F2: 0.13939
	Total predictions: 13000	True positives:  247	False positives:  613	False negatives: 1753	True negatives: 10387

['poi', 'salary_bonus', 'long_term_incentive', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'other', 'exercised_stock_options']
	Accuracy: 0.83608	Precision: 0.43508	Recall: 0.21950	F1: 0.29179	F2: 0.24365
	Total predictions: 13000	True positives:  439	False positives:  570	False negatives: 1561	True negatives: 10430

['poi', 'salary_bonus', 'long_term_incentive', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'director_fees', 'resto_dirfees']
	Accuracy: 0.32518	Precision: 0.21225	Recall: 1.00000	F1: 0.35017	F2: 0.57395
	Total predictions: 11000	True positives: 2000	False positives: 7423	False negatives:    0	True negatives: 1577

['poi', 'salary_bonus', 'long_term_incentive', 'director_fees', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'director_fees', 'bonus']
	Accuracy: 0.32518	Precision: 0.21225	Recall: 1.00000	F1: 0.35017	F2: 0.57395
	Total predictions: 11000	True positives: 2000	False positives: 7423	False negatives:    0	True negatives: 1577

['poi', 'salary_bonus', 'long_term_incentive', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'director_fees', 'total_stock_value']
	Accuracy: 0.40200	Precision: 0.16986	Recall: 0.89650	F1: 0.28560	F2: 0.48313
	Total predictions: 15000	True positives: 1793	False positives: 8763	False negatives:  207	True negatives: 4237

['poi', 'salary_bonus', 'long_term_incentive', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.29842	Precision: 0.19196	Recall: 1.00000	F1: 0.32209	F2: 0.54292
	Total predictions: 12000	True positives: 2000	False positives: 8419	False negatives:    0	True negatives: 1581

['poi', 'salary_bonus', 'long_term_incentive', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.29350	Precision: 0.18289	Recall: 0.93400	F1: 0.30588	F2: 0.51279
	Total predictions: 12000	True positives: 1868	False positives: 8346	False negatives:  132	True negatives: 1654

['poi', 'salary_bonus', 'long_term_incentive', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'director_fees', 'restricted_stock']
	Accuracy: 0.27469	Precision: 0.17488	Recall: 0.99900	F1: 0.29765	F2: 0.51429
	Total predictions: 13000	True positives: 1998	False positives: 9427	False negatives:    2	True negatives: 1573

['poi', 'salary_bonus', 'long_term_incentive', 'director_fees', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'director_fees', 'salary']
	Accuracy: 0.30508	Precision: 0.19303	Recall: 0.99650	F1: 0.32341	F2: 0.54379
	Total predictions: 12000	True positives: 1993	False positives: 8332	False negatives:    7	True negatives: 1668

['poi', 'salary_bonus', 'long_term_incentive', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'director_fees', 'total_payments']
	Accuracy: 0.71708	Precision: 0.24910	Recall: 0.41650	F1: 0.31175	F2: 0.36715
	Total predictions: 13000	True positives:  833	False positives: 2511	False negatives: 1167	True negatives: 8489

['poi', 'salary_bonus', 'long_term_incentive', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.28900	Precision: 0.16410	Recall: 0.97150	F1: 0.28078	F2: 0.48967
	Total predictions: 14000	True positives: 1943	False positives: 9897	False negatives:   57	True negatives: 2103

['poi', 'salary_bonus', 'long_term_incentive', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'resto_dirfees', 'bonus']
	Accuracy: 0.24470	Precision: 0.20930	Recall: 0.99950	F1: 0.34612	F2: 0.56948
	Total predictions: 10000	True positives: 1999	False positives: 7552	False negatives:    1	True negatives:  448

['poi', 'salary_bonus', 'long_term_incentive', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.21900	Precision: 0.14959	Recall: 0.95350	F1: 0.25861	F2: 0.45956
	Total predictions: 14000	True positives: 1907	False positives: 10841	False negatives:   93	True negatives: 1159

['poi', 'salary_bonus', 'long_term_incentive', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.21864	Precision: 0.18877	Recall: 1.00000	F1: 0.31759	F2: 0.53778
	Total predictions: 11000	True positives: 2000	False positives: 8595	False negatives:    0	True negatives:  405

['poi', 'salary_bonus', 'long_term_incentive', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.20936	Precision: 0.18009	Recall: 0.94250	F1: 0.30240	F2: 0.51037
	Total predictions: 11000	True positives: 1885	False positives: 8582	False negatives:  115	True negatives:  418

['poi', 'salary_bonus', 'long_term_incentive', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.19917	Precision: 0.17198	Recall: 0.99750	F1: 0.29338	F2: 0.50893
	Total predictions: 12000	True positives: 1995	False positives: 9605	False negatives:    5	True negatives:  395

['poi', 'salary_bonus', 'long_term_incentive', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'resto_dirfees', 'salary']
	Accuracy: 0.23920	Precision: 0.20706	Recall: 0.99100	F1: 0.34255	F2: 0.56397
	Total predictions: 10000	True positives: 1982	False positives: 7590	False negatives:   18	True negatives:  410

['poi', 'salary_bonus', 'long_term_incentive', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'resto_dirfees', 'total_payments']
	Accuracy: 0.22523	Precision: 0.15237	Recall: 0.88450	F1: 0.25996	F2: 0.45105
	Total predictions: 13000	True positives: 1769	False positives: 9841	False negatives:  231	True negatives: 1159

['poi', 'salary_bonus', 'long_term_incentive', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.23223	Precision: 0.16311	Recall: 0.96600	F1: 0.27909	F2: 0.48677
	Total predictions: 13000	True positives: 1932	False positives: 9913	False negatives:   68	True negatives: 1087

['poi', 'salary_bonus', 'long_term_incentive', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'bonus', 'total_stock_value']
	Accuracy: 0.82892	Precision: 0.43035	Recall: 0.34600	F1: 0.38359	F2: 0.36012
	Total predictions: 13000	True positives:  692	False positives:  916	False negatives: 1308	True negatives: 10084

['poi', 'salary_bonus', 'long_term_incentive', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.80782	Precision: 0.45186	Recall: 0.26750	F1: 0.33606	F2: 0.29127
	Total predictions: 11000	True positives:  535	False positives:  649	False negatives: 1465	True negatives: 8351

['poi', 'salary_bonus', 'long_term_incentive', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.78218	Precision: 0.33192	Recall: 0.19550	F1: 0.24607	F2: 0.21301
	Total predictions: 11000	True positives:  391	False positives:  787	False negatives: 1609	True negatives: 8213

['poi', 'salary_bonus', 'long_term_incentive', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'bonus', 'restricted_stock']
	Accuracy: 0.80400	Precision: 0.37482	Recall: 0.26350	F1: 0.30945	F2: 0.28014
	Total predictions: 12000	True positives:  527	False positives:  879	False negatives: 1473	True negatives: 9121

['poi', 'salary_bonus', 'long_term_incentive', 'bonus', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'bonus', 'salary']
	Accuracy: 0.78670	Precision: 0.43938	Recall: 0.24100	F1: 0.31127	F2: 0.26492
	Total predictions: 10000	True positives:  482	False positives:  615	False negatives: 1518	True negatives: 7385

['poi', 'salary_bonus', 'long_term_incentive', 'bonus', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'bonus', 'total_payments']
	Accuracy: 0.81954	Precision: 0.34186	Recall: 0.18700	F1: 0.24176	F2: 0.20563
	Total predictions: 13000	True positives:  374	False positives:  720	False negatives: 1626	True negatives: 10280

['poi', 'salary_bonus', 'long_term_incentive', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'bonus', 'exercised_stock_options']
	Accuracy: 0.84000	Precision: 0.47308	Recall: 0.35150	F1: 0.40333	F2: 0.37055
	Total predictions: 13000	True positives:  703	False positives:  783	False negatives: 1297	True negatives: 10217

['poi', 'salary_bonus', 'long_term_incentive', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.83392	Precision: 0.44054	Recall: 0.29450	F1: 0.35301	F2: 0.31541
	Total predictions: 13000	True positives:  589	False positives:  748	False negatives: 1411	True negatives: 10252

['poi', 'salary_bonus', 'long_term_incentive', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.84336	Precision: 0.42920	Recall: 0.29250	F1: 0.34790	F2: 0.31240
	Total predictions: 14000	True positives:  585	False positives:  778	False negatives: 1415	True negatives: 11222

['poi', 'salary_bonus', 'long_term_incentive', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.84771	Precision: 0.44939	Recall: 0.29300	F1: 0.35472	F2: 0.31492
	Total predictions: 14000	True positives:  586	False positives:  718	False negatives: 1414	True negatives: 11282

['poi', 'salary_bonus', 'long_term_incentive', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'total_stock_value', 'salary']
	Accuracy: 0.83554	Precision: 0.45007	Recall: 0.31100	F1: 0.36783	F2: 0.33149
	Total predictions: 13000	True positives:  622	False positives:  760	False negatives: 1378	True negatives: 10240

['poi', 'salary_bonus', 'long_term_incentive', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'total_stock_value', 'total_payments']
	Accuracy: 0.84567	Precision: 0.37510	Recall: 0.23650	F1: 0.29010	F2: 0.25537
	Total predictions: 15000	True positives:  473	False positives:  788	False negatives: 1527	True negatives: 12212

['poi', 'salary_bonus', 'long_term_incentive', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.83892	Precision: 0.46652	Recall: 0.32750	F1: 0.38484	F2: 0.34826
	Total predictions: 13000	True positives:  655	False positives:  749	False negatives: 1345	True negatives: 10251

['poi', 'salary_bonus', 'long_term_incentive', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.79291	Precision: 0.37201	Recall: 0.20200	F1: 0.26183	F2: 0.22232
	Total predictions: 11000	True positives:  404	False positives:  682	False negatives: 1596	True negatives: 8318

['poi', 'salary_bonus', 'long_term_incentive', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.80783	Precision: 0.36602	Recall: 0.20900	F1: 0.26607	F2: 0.22862
	Total predictions: 12000	True positives:  418	False positives:  724	False negatives: 1582	True negatives: 9276

['poi', 'salary_bonus', 'long_term_incentive', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.80445	Precision: 0.41873	Recall: 0.19450	F1: 0.26562	F2: 0.21783
	Total predictions: 11000	True positives:  389	False positives:  540	False negatives: 1611	True negatives: 8460

['poi', 'salary_bonus', 'long_term_incentive', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.82669	Precision: 0.33507	Recall: 0.12850	F1: 0.18576	F2: 0.14657
	Total predictions: 13000	True positives:  257	False positives:  510	False negatives: 1743	True negatives: 10490

['poi', 'salary_bonus', 'long_term_incentive', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.84169	Precision: 0.47734	Recall: 0.30550	F1: 0.37256	F2: 0.32920
	Total predictions: 13000	True positives:  611	False positives:  669	False negatives: 1389	True negatives: 10331

['poi', 'salary_bonus', 'long_term_incentive', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.79758	Precision: 0.31556	Recall: 0.18350	F1: 0.23206	F2: 0.20026
	Total predictions: 12000	True positives:  367	False positives:  796	False negatives: 1633	True negatives: 9204

['poi', 'salary_bonus', 'long_term_incentive', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.78718	Precision: 0.33746	Recall: 0.17700	F1: 0.23221	F2: 0.19560
	Total predictions: 11000	True positives:  354	False positives:  695	False negatives: 1646	True negatives: 8305

['poi', 'salary_bonus', 'long_term_incentive', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.82608	Precision: 0.33708	Recall: 0.13500	F1: 0.19279	F2: 0.15339
	Total predictions: 13000	True positives:  270	False positives:  531	False negatives: 1730	True negatives: 10469

['poi', 'salary_bonus', 'long_term_incentive', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.84354	Precision: 0.48581	Recall: 0.29100	F1: 0.36398	F2: 0.31637
	Total predictions: 13000	True positives:  582	False positives:  616	False negatives: 1418	True negatives: 10384

['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock', 'salary']
	Accuracy: 0.80567	Precision: 0.35763	Recall: 0.20850	F1: 0.26342	F2: 0.22747
	Total predictions: 12000	True positives:  417	False positives:  749	False negatives: 1583	True negatives: 9251

['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock', 'total_payments']
	Accuracy: 0.82629	Precision: 0.28357	Recall: 0.14150	F1: 0.18879	F2: 0.15726
	Total predictions: 14000	True positives:  283	False positives:  715	False negatives: 1717	True negatives: 11285

['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84521	Precision: 0.43773	Recall: 0.29350	F1: 0.35139	F2: 0.31421
	Total predictions: 14000	True positives:  587	False positives:  754	False negatives: 1413	True negatives: 11246

['poi', 'salary_bonus', 'long_term_incentive', 'salary', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'salary', 'total_payments']
	Accuracy: 0.82746	Precision: 0.34793	Recall: 0.13900	F1: 0.19864	F2: 0.15797
	Total predictions: 13000	True positives:  278	False positives:  521	False negatives: 1722	True negatives: 10479

['poi', 'salary_bonus', 'long_term_incentive', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'salary', 'exercised_stock_options']
	Accuracy: 0.83962	Precision: 0.46868	Recall: 0.31800	F1: 0.37891	F2: 0.33985
	Total predictions: 13000	True positives:  636	False positives:  721	False negatives: 1364	True negatives: 10279

['poi', 'salary_bonus', 'long_term_incentive', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'long_term_incentive', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84707	Precision: 0.43514	Recall: 0.23650	F1: 0.30645	F2: 0.26026
	Total predictions: 14000	True positives:  473	False positives:  614	False negatives: 1527	True negatives: 11386

['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages']
	Accuracy: 0.33283	Precision: 0.19269	Recall: 0.94150	F1: 0.31991	F2: 0.52977
	Total predictions: 12000	True positives: 1883	False positives: 7889	False negatives:  117	True negatives: 2111

['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other']
	Accuracy: 0.27823	Precision: 0.16842	Recall: 0.93750	F1: 0.28554	F2: 0.48999
	Total predictions: 13000	True positives: 1875	False positives: 9258	False negatives:  125	True negatives: 1742

['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees']
	Accuracy: 0.37762	Precision: 0.19820	Recall: 1.00000	F1: 0.33082	F2: 0.55276
	Total predictions: 13000	True positives: 2000	False positives: 8091	False negatives:    0	True negatives: 2909

['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees']
	Accuracy: 0.31242	Precision: 0.19510	Recall: 1.00000	F1: 0.32650	F2: 0.54792
	Total predictions: 12000	True positives: 2000	False positives: 8251	False negatives:    0	True negatives: 1749

['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus']
	Accuracy: 0.31242	Precision: 0.19510	Recall: 1.00000	F1: 0.32650	F2: 0.54792
	Total predictions: 12000	True positives: 2000	False positives: 8251	False negatives:    0	True negatives: 1749

['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value']
	Accuracy: 0.26657	Precision: 0.16303	Recall: 1.00000	F1: 0.28035	F2: 0.49339
	Total predictions: 14000	True positives: 2000	False positives: 10268	False negatives:    0	True negatives: 1732

['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person']
	Accuracy: 0.31242	Precision: 0.19510	Recall: 1.00000	F1: 0.32650	F2: 0.54792
	Total predictions: 12000	True positives: 2000	False positives: 8251	False negatives:    0	True negatives: 1749

['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_this_person_to_poi']
	Accuracy: 0.30500	Precision: 0.18670	Recall: 0.94450	F1: 0.31177	F2: 0.52130
	Total predictions: 12000	True positives: 1889	False positives: 8229	False negatives:  111	True negatives: 1771

['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'restricted_stock']
	Accuracy: 0.29062	Precision: 0.17765	Recall: 0.99500	F1: 0.30147	F2: 0.51818
	Total predictions: 13000	True positives: 1990	False positives: 9212	False negatives:   10	True negatives: 1788

['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'salary']
	Accuracy: 0.30125	Precision: 0.19158	Recall: 0.99150	F1: 0.32111	F2: 0.54030
	Total predictions: 12000	True positives: 1983	False positives: 8368	False negatives:   17	True negatives: 1632

['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_payments']
	Accuracy: 0.25286	Precision: 0.15413	Recall: 0.94250	F1: 0.26493	F2: 0.46589
	Total predictions: 14000	True positives: 1885	False positives: 10345	False negatives:  115	True negatives: 1655

['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'exercised_stock_options']
	Accuracy: 0.28638	Precision: 0.17735	Recall: 1.00000	F1: 0.30127	F2: 0.51875
	Total predictions: 13000	True positives: 2000	False positives: 9277	False negatives:    0	True negatives: 1723

['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages', 'other']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages', 'other']
	Accuracy: 0.30046	Precision: 0.16726	Recall: 0.89150	F1: 0.28167	F2: 0.47776
	Total predictions: 13000	True positives: 1783	False positives: 8877	False negatives:  217	True negatives: 2123

['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages', 'director_fees']
	Accuracy: 0.38900	Precision: 0.19185	Recall: 0.92500	F1: 0.31779	F2: 0.52429
	Total predictions: 13000	True positives: 1850	False positives: 7793	False negatives:  150	True negatives: 3207

['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees']
	Accuracy: 0.32733	Precision: 0.19171	Recall: 0.94400	F1: 0.31870	F2: 0.52891
	Total predictions: 12000	True positives: 1888	False positives: 7960	False negatives:  112	True negatives: 2040

['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages', 'bonus']
	Accuracy: 0.33308	Precision: 0.19294	Recall: 0.94300	F1: 0.32034	F2: 0.53052
	Total predictions: 12000	True positives: 1886	False positives: 7889	False negatives:  114	True negatives: 2111

['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages', 'total_stock_value']
	Accuracy: 0.28414	Precision: 0.16037	Recall: 0.94700	F1: 0.27429	F2: 0.47804
	Total predictions: 14000	True positives: 1894	False positives: 9916	False negatives:  106	True negatives: 2084

['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.33292	Precision: 0.19278	Recall: 0.94200	F1: 0.32005	F2: 0.53002
	Total predictions: 12000	True positives: 1884	False positives: 7889	False negatives:  116	True negatives: 2111

['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages', 'from_this_person_to_poi']
	Accuracy: 0.32692	Precision: 0.19130	Recall: 0.94150	F1: 0.31799	F2: 0.52766
	Total predictions: 12000	True positives: 1883	False positives: 7960	False negatives:  117	True negatives: 2040

['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages', 'restricted_stock']
	Accuracy: 0.31200	Precision: 0.17570	Recall: 0.94050	F1: 0.29608	F2: 0.50278
	Total predictions: 13000	True positives: 1881	False positives: 8825	False negatives:  119	True negatives: 2175

['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages', 'salary']
	Accuracy: 0.31933	Precision: 0.18804	Recall: 0.92950	F1: 0.31280	F2: 0.51968
	Total predictions: 12000	True positives: 1859	False positives: 8027	False negatives:  141	True negatives: 1973

['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages', 'total_payments']
	Accuracy: 0.26829	Precision: 0.15038	Recall: 0.88650	F1: 0.25714	F2: 0.44795
	Total predictions: 14000	True positives: 1773	False positives: 10017	False negatives:  227	True negatives: 1983

['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.30654	Precision: 0.17490	Recall: 0.94350	F1: 0.29510	F2: 0.50216
	Total predictions: 13000	True positives: 1887	False positives: 8902	False negatives:  113	True negatives: 2098

['poi', 'salary_bonus', 'restricted_stock_deferred', 'other', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'other', 'director_fees']
	Accuracy: 0.41675	Precision: 0.21431	Recall: 0.93750	F1: 0.34887	F2: 0.55973
	Total predictions: 12000	True positives: 1875	False positives: 6874	False negatives:  125	True negatives: 3126

['poi', 'salary_bonus', 'restricted_stock_deferred', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'other', 'resto_dirfees']
	Accuracy: 0.33882	Precision: 0.20806	Recall: 0.93950	F1: 0.34068	F2: 0.55164
	Total predictions: 11000	True positives: 1879	False positives: 7152	False negatives:  121	True negatives: 1848

['poi', 'salary_bonus', 'restricted_stock_deferred', 'other', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'other', 'bonus']
	Accuracy: 0.34009	Precision: 0.20806	Recall: 0.93700	F1: 0.34051	F2: 0.55095
	Total predictions: 11000	True positives: 1874	False positives: 7133	False negatives:  126	True negatives: 1867

['poi', 'salary_bonus', 'restricted_stock_deferred', 'other', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'other', 'total_stock_value']
	Accuracy: 0.26657	Precision: 0.15784	Recall: 0.95350	F1: 0.27084	F2: 0.47480
	Total predictions: 14000	True positives: 1907	False positives: 10175	False negatives:   93	True negatives: 1825

['poi', 'salary_bonus', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person']
	Accuracy: 0.31233	Precision: 0.18752	Recall: 0.93800	F1: 0.31256	F2: 0.52100
	Total predictions: 12000	True positives: 1876	False positives: 8128	False negatives:  124	True negatives: 1872

['poi', 'salary_bonus', 'restricted_stock_deferred', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'other', 'from_this_person_to_poi']
	Accuracy: 0.29900	Precision: 0.17837	Recall: 0.88900	F1: 0.29713	F2: 0.49477
	Total predictions: 12000	True positives: 1778	False positives: 8190	False negatives:  222	True negatives: 1810

['poi', 'salary_bonus', 'restricted_stock_deferred', 'other', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'other', 'restricted_stock']
	Accuracy: 0.29758	Precision: 0.18495	Recall: 0.94350	F1: 0.30927	F2: 0.51832
	Total predictions: 12000	True positives: 1887	False positives: 8316	False negatives:  113	True negatives: 1684

['poi', 'salary_bonus', 'restricted_stock_deferred', 'other', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'other', 'salary']
	Accuracy: 0.34036	Precision: 0.20871	Recall: 0.94150	F1: 0.34168	F2: 0.55311
	Total predictions: 11000	True positives: 1883	False positives: 7139	False negatives:  117	True negatives: 1861

['poi', 'salary_bonus', 'restricted_stock_deferred', 'other', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'other', 'total_payments']
	Accuracy: 0.28385	Precision: 0.17025	Recall: 0.94350	F1: 0.28844	F2: 0.49439
	Total predictions: 13000	True positives: 1887	False positives: 9197	False negatives:  113	True negatives: 1803

['poi', 'salary_bonus', 'restricted_stock_deferred', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'other', 'exercised_stock_options']
	Accuracy: 0.27662	Precision: 0.16899	Recall: 0.94500	F1: 0.28671	F2: 0.49260
	Total predictions: 13000	True positives: 1890	False positives: 9294	False negatives:  110	True negatives: 1706

['poi', 'salary_bonus', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees']
	Accuracy: 0.45927	Precision: 0.25164	Recall: 1.00000	F1: 0.40209	F2: 0.62704
	Total predictions: 11000	True positives: 2000	False positives: 5948	False negatives:    0	True negatives: 3052

['poi', 'salary_bonus', 'restricted_stock_deferred', 'director_fees', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'director_fees', 'bonus']
	Accuracy: 0.45927	Precision: 0.25164	Recall: 1.00000	F1: 0.40209	F2: 0.62704
	Total predictions: 11000	True positives: 2000	False positives: 5948	False negatives:    0	True negatives: 3052

['poi', 'salary_bonus', 'restricted_stock_deferred', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'director_fees', 'total_stock_value']
	Accuracy: 0.34821	Precision: 0.17978	Recall: 1.00000	F1: 0.30476	F2: 0.52288
	Total predictions: 14000	True positives: 2000	False positives: 9125	False negatives:    0	True negatives: 2875

['poi', 'salary_bonus', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.40583	Precision: 0.21906	Recall: 1.00000	F1: 0.35939	F2: 0.58377
	Total predictions: 12000	True positives: 2000	False positives: 7130	False negatives:    0	True negatives: 2870

['poi', 'salary_bonus', 'restricted_stock_deferred', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.40583	Precision: 0.21134	Recall: 0.93900	F1: 0.34503	F2: 0.55608
	Total predictions: 12000	True positives: 1878	False positives: 7008	False negatives:  122	True negatives: 2992

['poi', 'salary_bonus', 'restricted_stock_deferred', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'director_fees', 'restricted_stock']
	Accuracy: 0.38292	Precision: 0.19890	Recall: 0.99450	F1: 0.33150	F2: 0.55250
	Total predictions: 13000	True positives: 1989	False positives: 8011	False negatives:   11	True negatives: 2989

['poi', 'salary_bonus', 'restricted_stock_deferred', 'director_fees', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'director_fees', 'salary']
	Accuracy: 0.41483	Precision: 0.22081	Recall: 0.99300	F1: 0.36129	F2: 0.58432
	Total predictions: 12000	True positives: 1986	False positives: 7008	False negatives:   14	True negatives: 2992

['poi', 'salary_bonus', 'restricted_stock_deferred', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'director_fees', 'total_payments']
	Accuracy: 0.36346	Precision: 0.18871	Recall: 0.95100	F1: 0.31493	F2: 0.52602
	Total predictions: 13000	True positives: 1902	False positives: 8177	False negatives:   98	True negatives: 2823

['poi', 'salary_bonus', 'restricted_stock_deferred', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.35614	Precision: 0.18159	Recall: 1.00000	F1: 0.30736	F2: 0.52593
	Total predictions: 14000	True positives: 2000	False positives: 9014	False negatives:    0	True negatives: 2986

['poi', 'salary_bonus', 'restricted_stock_deferred', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'resto_dirfees', 'bonus']
	Accuracy: 0.40344	Precision: 0.27141	Recall: 1.00000	F1: 0.42694	F2: 0.65066
	Total predictions: 9000	True positives: 2000	False positives: 5369	False negatives:    0	True negatives: 1631

['poi', 'salary_bonus', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.28662	Precision: 0.17740	Recall: 1.00000	F1: 0.30134	F2: 0.51883
	Total predictions: 13000	True positives: 2000	False positives: 9274	False negatives:    0	True negatives: 1726

['poi', 'salary_bonus', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.33718	Precision: 0.21526	Recall: 1.00000	F1: 0.35426	F2: 0.57834
	Total predictions: 11000	True positives: 2000	False positives: 7291	False negatives:    0	True negatives: 1709

['poi', 'salary_bonus', 'restricted_stock_deferred', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.33309	Precision: 0.20623	Recall: 0.93650	F1: 0.33803	F2: 0.54824
	Total predictions: 11000	True positives: 1873	False positives: 7209	False negatives:  127	True negatives: 1791

['poi', 'salary_bonus', 'restricted_stock_deferred', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.31667	Precision: 0.19560	Recall: 0.99600	F1: 0.32699	F2: 0.54773
	Total predictions: 12000	True positives: 1992	False positives: 8192	False negatives:    8	True negatives: 1808

['poi', 'salary_bonus', 'restricted_stock_deferred', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'resto_dirfees', 'salary']
	Accuracy: 0.34727	Precision: 0.21750	Recall: 0.99700	F1: 0.35709	F2: 0.58073
	Total predictions: 11000	True positives: 1994	False positives: 7174	False negatives:    6	True negatives: 1826

['poi', 'salary_bonus', 'restricted_stock_deferred', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'resto_dirfees', 'total_payments']
	Accuracy: 0.27723	Precision: 0.17035	Recall: 0.95550	F1: 0.28915	F2: 0.49719
	Total predictions: 13000	True positives: 1911	False positives: 9307	False negatives:   89	True negatives: 1693

['poi', 'salary_bonus', 'restricted_stock_deferred', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.28800	Precision: 0.17768	Recall: 1.00000	F1: 0.30175	F2: 0.51932
	Total predictions: 13000	True positives: 2000	False positives: 9256	False negatives:    0	True negatives: 1744

['poi', 'salary_bonus', 'restricted_stock_deferred', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'bonus', 'total_stock_value']
	Accuracy: 0.28662	Precision: 0.17740	Recall: 1.00000	F1: 0.30134	F2: 0.51883
	Total predictions: 13000	True positives: 2000	False positives: 9274	False negatives:    0	True negatives: 1726

['poi', 'salary_bonus', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.33718	Precision: 0.21526	Recall: 1.00000	F1: 0.35426	F2: 0.57834
	Total predictions: 11000	True positives: 2000	False positives: 7291	False negatives:    0	True negatives: 1709

['poi', 'salary_bonus', 'restricted_stock_deferred', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.33473	Precision: 0.20632	Recall: 0.93400	F1: 0.33798	F2: 0.54767
	Total predictions: 11000	True positives: 1868	False positives: 7186	False negatives:  132	True negatives: 1814

['poi', 'salary_bonus', 'restricted_stock_deferred', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'bonus', 'restricted_stock']
	Accuracy: 0.31667	Precision: 0.19560	Recall: 0.99600	F1: 0.32699	F2: 0.54773
	Total predictions: 12000	True positives: 1992	False positives: 8192	False negatives:    8	True negatives: 1808

['poi', 'salary_bonus', 'restricted_stock_deferred', 'bonus', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'bonus', 'salary']
	Accuracy: 0.34745	Precision: 0.21767	Recall: 0.99800	F1: 0.35739	F2: 0.58125
	Total predictions: 11000	True positives: 1996	False positives: 7174	False negatives:    4	True negatives: 1826

['poi', 'salary_bonus', 'restricted_stock_deferred', 'bonus', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'bonus', 'total_payments']
	Accuracy: 0.27931	Precision: 0.17011	Recall: 0.95000	F1: 0.28856	F2: 0.49559
	Total predictions: 13000	True positives: 1900	False positives: 9269	False negatives:  100	True negatives: 1731

['poi', 'salary_bonus', 'restricted_stock_deferred', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'bonus', 'exercised_stock_options']
	Accuracy: 0.28800	Precision: 0.17768	Recall: 1.00000	F1: 0.30175	F2: 0.51932
	Total predictions: 13000	True positives: 2000	False positives: 9256	False negatives:    0	True negatives: 1744

['poi', 'salary_bonus', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.27364	Precision: 0.16435	Recall: 1.00000	F1: 0.28231	F2: 0.49581
	Total predictions: 14000	True positives: 2000	False positives: 10169	False negatives:    0	True negatives: 1831

['poi', 'salary_bonus', 'restricted_stock_deferred', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.27364	Precision: 0.16435	Recall: 1.00000	F1: 0.28231	F2: 0.49581
	Total predictions: 14000	True positives: 2000	False positives: 10169	False negatives:    0	True negatives: 1831

['poi', 'salary_bonus', 'restricted_stock_deferred', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.28669	Precision: 0.17742	Recall: 1.00000	F1: 0.30136	F2: 0.51886
	Total predictions: 13000	True positives: 2000	False positives: 9273	False negatives:    0	True negatives: 1727

['poi', 'salary_bonus', 'restricted_stock_deferred', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'total_stock_value', 'salary']
	Accuracy: 0.27157	Precision: 0.16396	Recall: 1.00000	F1: 0.28173	F2: 0.49510
	Total predictions: 14000	True positives: 2000	False positives: 10198	False negatives:    0	True negatives: 1802

['poi', 'salary_bonus', 'restricted_stock_deferred', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'total_stock_value', 'total_payments']
	Accuracy: 0.29953	Precision: 0.15023	Recall: 0.91350	F1: 0.25803	F2: 0.45310
	Total predictions: 15000	True positives: 1827	False positives: 10334	False negatives:  173	True negatives: 2666

['poi', 'salary_bonus', 'restricted_stock_deferred', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.28692	Precision: 0.17741	Recall: 0.99950	F1: 0.30133	F2: 0.51874
	Total predictions: 13000	True positives: 1999	False positives: 9269	False negatives:    1	True negatives: 1731

['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.33173	Precision: 0.20602	Recall: 0.93750	F1: 0.33781	F2: 0.54821
	Total predictions: 11000	True positives: 1875	False positives: 7226	False negatives:  125	True negatives: 1774

['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.30867	Precision: 0.19395	Recall: 0.99750	F1: 0.32476	F2: 0.54550
	Total predictions: 12000	True positives: 1995	False positives: 8291	False negatives:    5	True negatives: 1709

['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.31042	Precision: 0.19369	Recall: 0.99200	F1: 0.32410	F2: 0.54377
	Total predictions: 12000	True positives: 1984	False positives: 8259	False negatives:   16	True negatives: 1741

['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.26336	Precision: 0.15708	Recall: 0.95200	F1: 0.26967	F2: 0.47314
	Total predictions: 14000	True positives: 1904	False positives: 10217	False negatives:   96	True negatives: 1783

['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.28031	Precision: 0.17612	Recall: 1.00000	F1: 0.29949	F2: 0.51664
	Total predictions: 13000	True positives: 2000	False positives: 9356	False negatives:    0	True negatives: 1644

['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.29883	Precision: 0.18534	Recall: 0.94450	F1: 0.30988	F2: 0.51918
	Total predictions: 12000	True positives: 1889	False positives: 8303	False negatives:  111	True negatives: 1697

['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.30883	Precision: 0.18605	Recall: 0.93250	F1: 0.31021	F2: 0.51737
	Total predictions: 12000	True positives: 1865	False positives: 8159	False negatives:  135	True negatives: 1841

['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.26057	Precision: 0.15573	Recall: 0.94450	F1: 0.26737	F2: 0.46920
	Total predictions: 14000	True positives: 1889	False positives: 10241	False negatives:  111	True negatives: 1759

['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.28354	Precision: 0.17677	Recall: 1.00000	F1: 0.30044	F2: 0.51776
	Total predictions: 13000	True positives: 2000	False positives: 9314	False negatives:    0	True negatives: 1686

['poi', 'salary_bonus', 'restricted_stock_deferred', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'restricted_stock', 'salary']
	Accuracy: 0.30775	Precision: 0.19345	Recall: 0.99500	F1: 0.32392	F2: 0.54410
	Total predictions: 12000	True positives: 1990	False positives: 8297	False negatives:   10	True negatives: 1703

['poi', 'salary_bonus', 'restricted_stock_deferred', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'restricted_stock', 'total_payments']
	Accuracy: 0.25786	Precision: 0.15416	Recall: 0.93500	F1: 0.26469	F2: 0.46448
	Total predictions: 14000	True positives: 1870	False positives: 10260	False negatives:  130	True negatives: 1740

['poi', 'salary_bonus', 'restricted_stock_deferred', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.28669	Precision: 0.17742	Recall: 1.00000	F1: 0.30136	F2: 0.51886
	Total predictions: 13000	True positives: 2000	False positives: 9273	False negatives:    0	True negatives: 1727

['poi', 'salary_bonus', 'restricted_stock_deferred', 'salary', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'salary', 'total_payments']
	Accuracy: 0.27731	Precision: 0.17019	Recall: 0.95400	F1: 0.28885	F2: 0.49659
	Total predictions: 13000	True positives: 1908	False positives: 9303	False negatives:   92	True negatives: 1697

['poi', 'salary_bonus', 'restricted_stock_deferred', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'salary', 'exercised_stock_options']
	Accuracy: 0.28354	Precision: 0.17677	Recall: 1.00000	F1: 0.30044	F2: 0.51776
	Total predictions: 13000	True positives: 2000	False positives: 9314	False negatives:    0	True negatives: 1686

['poi', 'salary_bonus', 'restricted_stock_deferred', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock_deferred', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.29443	Precision: 0.15754	Recall: 0.90600	F1: 0.26840	F2: 0.46457
	Total predictions: 14000	True positives: 1812	False positives: 9690	False negatives:  188	True negatives: 2310

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages', 'other']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages', 'other']
	Accuracy: 0.78108	Precision: 0.19710	Recall: 0.10200	F1: 0.13443	F2: 0.11289
	Total predictions: 12000	True positives:  204	False positives:  831	False negatives: 1796	True negatives: 9169

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages', 'director_fees']
	Accuracy: 0.31608	Precision: 0.18762	Recall: 0.93200	F1: 0.31236	F2: 0.51965
	Total predictions: 12000	True positives: 1864	False positives: 8071	False negatives:  136	True negatives: 1929

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees']
	Accuracy: 0.24482	Precision: 0.18594	Recall: 0.93350	F1: 0.31011	F2: 0.51743
	Total predictions: 11000	True positives: 1867	False positives: 8174	False negatives:  133	True negatives:  826

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages', 'bonus']
	Accuracy: 0.78200	Precision: 0.32785	Recall: 0.18950	F1: 0.24018	F2: 0.20697
	Total predictions: 11000	True positives:  379	False positives:  777	False negatives: 1621	True negatives: 8223

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value']
	Accuracy: 0.84279	Precision: 0.42461	Recall: 0.28300	F1: 0.33963	F2: 0.30323
	Total predictions: 14000	True positives:  566	False positives:  767	False negatives: 1434	True negatives: 11233

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.78118	Precision: 0.32258	Recall: 0.18500	F1: 0.23514	F2: 0.20225
	Total predictions: 11000	True positives:  370	False positives:  777	False negatives: 1630	True negatives: 8223

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages', 'from_this_person_to_poi']
	Accuracy: 0.77118	Precision: 0.29662	Recall: 0.18850	F1: 0.23051	F2: 0.20332
	Total predictions: 11000	True positives:  377	False positives:  894	False negatives: 1623	True negatives: 8106

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages', 'restricted_stock']
	Accuracy: 0.79567	Precision: 0.29749	Recall: 0.16600	F1: 0.21309	F2: 0.18210
	Total predictions: 12000	True positives:  332	False positives:  784	False negatives: 1668	True negatives: 9216

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages', 'salary']
	Accuracy: 0.79583	Precision: 0.29282	Recall: 0.15900	F1: 0.20609	F2: 0.17499
	Total predictions: 12000	True positives:  318	False positives:  768	False negatives: 1682	True negatives: 9232

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages', 'total_payments']
	Accuracy: 0.82743	Precision: 0.25870	Recall: 0.11150	F1: 0.15584	F2: 0.12582
	Total predictions: 14000	True positives:  223	False positives:  639	False negatives: 1777	True negatives: 11361

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.82669	Precision: 0.40800	Recall: 0.28050	F1: 0.33244	F2: 0.29920
	Total predictions: 13000	True positives:  561	False positives:  814	False negatives: 1439	True negatives: 10186

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'other', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'other', 'director_fees']
	Accuracy: 0.27485	Precision: 0.16823	Recall: 0.94150	F1: 0.28545	F2: 0.49054
	Total predictions: 13000	True positives: 1883	False positives: 9310	False negatives:  117	True negatives: 1690

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'other', 'resto_dirfees']
	Accuracy: 0.19133	Precision: 0.16370	Recall: 0.93750	F1: 0.27873	F2: 0.48191
	Total predictions: 12000	True positives: 1875	False positives: 9579	False negatives:  125	True negatives:  421

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'other', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'other', 'bonus']
	Accuracy: 0.81000	Precision: 0.35743	Recall: 0.17550	F1: 0.23541	F2: 0.19539
	Total predictions: 12000	True positives:  351	False positives:  631	False negatives: 1649	True negatives: 9369

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'other', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'other', 'total_stock_value']
	Accuracy: 0.82964	Precision: 0.35089	Recall: 0.22650	F1: 0.27530	F2: 0.24378
	Total predictions: 14000	True positives:  453	False positives:  838	False negatives: 1547	True negatives: 11162

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person']
	Accuracy: 0.79175	Precision: 0.22309	Recall: 0.10050	F1: 0.13857	F2: 0.11291
	Total predictions: 12000	True positives:  201	False positives:  700	False negatives: 1799	True negatives: 9300

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi']
	Accuracy: 0.77908	Precision: 0.16684	Recall: 0.08150	F1: 0.10951	F2: 0.09079
	Total predictions: 12000	True positives:  163	False positives:  814	False negatives: 1837	True negatives: 9186

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'other', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'other', 'restricted_stock']
	Accuracy: 0.79069	Precision: 0.17552	Recall: 0.09750	F1: 0.12536	F2: 0.10701
	Total predictions: 13000	True positives:  195	False positives:  916	False negatives: 1805	True negatives: 10084

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'other', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'other', 'salary']
	Accuracy: 0.79350	Precision: 0.18133	Recall: 0.06800	F1: 0.09891	F2: 0.07771
	Total predictions: 12000	True positives:  136	False positives:  614	False negatives: 1864	True negatives: 9386

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'other', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'other', 'total_payments']
	Accuracy: 0.82600	Precision: 0.25450	Recall: 0.11300	F1: 0.15651	F2: 0.12714
	Total predictions: 14000	True positives:  226	False positives:  662	False negatives: 1774	True negatives: 11338

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'other', 'exercised_stock_options']
	Accuracy: 0.83621	Precision: 0.36885	Recall: 0.20600	F1: 0.26436	F2: 0.22595
	Total predictions: 14000	True positives:  412	False positives:  705	False negatives: 1588	True negatives: 11295

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees']
	Accuracy: 0.29408	Precision: 0.19100	Recall: 1.00000	F1: 0.32074	F2: 0.54139
	Total predictions: 12000	True positives: 2000	False positives: 8471	False negatives:    0	True negatives: 1529

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'director_fees', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'director_fees', 'bonus']
	Accuracy: 0.29408	Precision: 0.19100	Recall: 1.00000	F1: 0.32074	F2: 0.54139
	Total predictions: 12000	True positives: 2000	False positives: 8471	False negatives:    0	True negatives: 1529

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value']
	Accuracy: 0.33447	Precision: 0.16142	Recall: 0.95150	F1: 0.27602	F2: 0.48082
	Total predictions: 15000	True positives: 1903	False positives: 9886	False negatives:   97	True negatives: 3114

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.29408	Precision: 0.19100	Recall: 1.00000	F1: 0.32074	F2: 0.54139
	Total predictions: 12000	True positives: 2000	False positives: 8471	False negatives:    0	True negatives: 1529

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.28575	Precision: 0.18155	Recall: 0.93650	F1: 0.30413	F2: 0.51127
	Total predictions: 12000	True positives: 1873	False positives: 8444	False negatives:  127	True negatives: 1556

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'director_fees', 'restricted_stock']
	Accuracy: 0.26064	Precision: 0.16160	Recall: 0.99700	F1: 0.27812	F2: 0.49019
	Total predictions: 14000	True positives: 1994	False positives: 10345	False negatives:    6	True negatives: 1655

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'director_fees', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'director_fees', 'salary']
	Accuracy: 0.27715	Precision: 0.17446	Recall: 0.99100	F1: 0.29668	F2: 0.51185
	Total predictions: 13000	True positives: 1982	False positives: 9379	False negatives:   18	True negatives: 1621

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'director_fees', 'total_payments']
	Accuracy: 0.69629	Precision: 0.24079	Recall: 0.52300	F1: 0.32976	F2: 0.42369
	Total predictions: 14000	True positives: 1046	False positives: 3298	False negatives:  954	True negatives: 8702

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.27129	Precision: 0.16252	Recall: 0.98750	F1: 0.27911	F2: 0.49003
	Total predictions: 14000	True positives: 1975	False positives: 10177	False negatives:   25	True negatives: 1823

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus']
	Accuracy: 0.21800	Precision: 0.18864	Recall: 1.00000	F1: 0.31741	F2: 0.53758
	Total predictions: 11000	True positives: 2000	False positives: 8602	False negatives:    0	True negatives:  398

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.21371	Precision: 0.15009	Recall: 0.96600	F1: 0.25982	F2: 0.46282
	Total predictions: 14000	True positives: 1932	False positives: 10940	False negatives:   68	True negatives: 1060

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.21800	Precision: 0.18864	Recall: 1.00000	F1: 0.31741	F2: 0.53758
	Total predictions: 11000	True positives: 2000	False positives: 8602	False negatives:    0	True negatives:  398

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.20809	Precision: 0.17918	Recall: 0.93700	F1: 0.30083	F2: 0.50761
	Total predictions: 11000	True positives: 1874	False positives: 8585	False negatives:  126	True negatives:  415

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.18415	Precision: 0.15811	Recall: 0.99500	F1: 0.27286	F2: 0.48334
	Total predictions: 13000	True positives: 1990	False positives: 10596	False negatives:   10	True negatives:  404

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'resto_dirfees', 'salary']
	Accuracy: 0.20100	Precision: 0.17225	Recall: 0.99700	F1: 0.29375	F2: 0.50930
	Total predictions: 12000	True positives: 1994	False positives: 9582	False negatives:    6	True negatives:  418

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'resto_dirfees', 'total_payments']
	Accuracy: 0.22414	Precision: 0.14063	Recall: 0.86700	F1: 0.24201	F2: 0.42646
	Total predictions: 14000	True positives: 1734	False positives: 10596	False negatives:  266	True negatives: 1404

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.22838	Precision: 0.16293	Recall: 0.97050	F1: 0.27902	F2: 0.48737
	Total predictions: 13000	True positives: 1941	False positives: 9972	False negatives:   59	True negatives: 1028

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'bonus', 'total_stock_value']
	Accuracy: 0.84429	Precision: 0.43878	Recall: 0.32250	F1: 0.37176	F2: 0.34055
	Total predictions: 14000	True positives:  645	False positives:  825	False negatives: 1355	True negatives: 11175

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.80018	Precision: 0.41722	Recall: 0.24950	F1: 0.31227	F2: 0.27131
	Total predictions: 11000	True positives:  499	False positives:  697	False negatives: 1501	True negatives: 8303

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.78682	Precision: 0.34101	Recall: 0.18500	F1: 0.23987	F2: 0.20363
	Total predictions: 11000	True positives:  370	False positives:  715	False negatives: 1630	True negatives: 8285

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'bonus', 'restricted_stock']
	Accuracy: 0.79875	Precision: 0.34595	Recall: 0.23300	F1: 0.27846	F2: 0.24928
	Total predictions: 12000	True positives:  466	False positives:  881	False negatives: 1534	True negatives: 9119

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'bonus', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'bonus', 'salary']
	Accuracy: 0.81433	Precision: 0.39840	Recall: 0.22350	F1: 0.28635	F2: 0.24501
	Total predictions: 12000	True positives:  447	False positives:  675	False negatives: 1553	True negatives: 9325

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'bonus', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'bonus', 'total_payments']
	Accuracy: 0.83100	Precision: 0.32768	Recall: 0.17400	F1: 0.22730	F2: 0.19201
	Total predictions: 14000	True positives:  348	False positives:  714	False negatives: 1652	True negatives: 11286

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'bonus', 'exercised_stock_options']
	Accuracy: 0.84015	Precision: 0.47230	Recall: 0.33250	F1: 0.39026	F2: 0.35342
	Total predictions: 13000	True positives:  665	False positives:  743	False negatives: 1335	True negatives: 10257

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.83664	Precision: 0.39801	Recall: 0.28000	F1: 0.32873	F2: 0.29765
	Total predictions: 14000	True positives:  560	False positives:  847	False negatives: 1440	True negatives: 11153

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.83571	Precision: 0.39407	Recall: 0.27900	F1: 0.32670	F2: 0.29630
	Total predictions: 14000	True positives:  558	False positives:  858	False negatives: 1442	True negatives: 11142

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.83321	Precision: 0.38328	Recall: 0.27500	F1: 0.32023	F2: 0.29147
	Total predictions: 14000	True positives:  550	False positives:  885	False negatives: 1450	True negatives: 11115

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'total_stock_value', 'salary']
	Accuracy: 0.83207	Precision: 0.37701	Recall: 0.26900	F1: 0.31398	F2: 0.28535
	Total predictions: 14000	True positives:  538	False positives:  889	False negatives: 1462	True negatives: 11111

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'total_stock_value', 'total_payments']
	Accuracy: 0.84627	Precision: 0.37334	Recall: 0.22550	F1: 0.28117	F2: 0.24490
	Total predictions: 15000	True positives:  451	False positives:  757	False negatives: 1549	True negatives: 12243

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.84543	Precision: 0.43997	Recall: 0.30050	F1: 0.35710	F2: 0.32084
	Total predictions: 14000	True positives:  601	False positives:  765	False negatives: 1399	True negatives: 11235

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.77764	Precision: 0.28350	Recall: 0.14600	F1: 0.19274	F2: 0.16168
	Total predictions: 11000	True positives:  292	False positives:  738	False negatives: 1708	True negatives: 8262

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.79183	Precision: 0.29146	Recall: 0.17400	F1: 0.21791	F2: 0.18925
	Total predictions: 12000	True positives:  348	False positives:  846	False negatives: 1652	True negatives: 9154

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.80208	Precision: 0.32023	Recall: 0.16700	F1: 0.21952	F2: 0.18467
	Total predictions: 12000	True positives:  334	False positives:  709	False negatives: 1666	True negatives: 9291

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.82557	Precision: 0.26134	Recall: 0.12100	F1: 0.16541	F2: 0.13556
	Total predictions: 14000	True positives:  242	False positives:  684	False negatives: 1758	True negatives: 11316

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.82731	Precision: 0.40986	Recall: 0.27850	F1: 0.33165	F2: 0.29757
	Total predictions: 13000	True positives:  557	False positives:  802	False negatives: 1443	True negatives: 10198

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.78175	Precision: 0.24610	Recall: 0.15000	F1: 0.18639	F2: 0.16271
	Total predictions: 12000	True positives:  300	False positives:  919	False negatives: 1700	True negatives: 9081

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.78967	Precision: 0.24904	Recall: 0.13000	F1: 0.17083	F2: 0.14374
	Total predictions: 12000	True positives:  260	False positives:  784	False negatives: 1740	True negatives: 9216

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.82457	Precision: 0.25217	Recall: 0.11600	F1: 0.15890	F2: 0.13004
	Total predictions: 14000	True positives:  232	False positives:  688	False negatives: 1768	True negatives: 11312

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.82608	Precision: 0.40312	Recall: 0.27150	F1: 0.32447	F2: 0.29047
	Total predictions: 13000	True positives:  543	False positives:  804	False negatives: 1457	True negatives: 10196

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'restricted_stock', 'salary']
	Accuracy: 0.79769	Precision: 0.25467	Recall: 0.16350	F1: 0.19915	F2: 0.17611
	Total predictions: 13000	True positives:  327	False positives:  957	False negatives: 1673	True negatives: 10043

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'restricted_stock', 'total_payments']
	Accuracy: 0.82064	Precision: 0.25314	Recall: 0.13100	F1: 0.17265	F2: 0.14499
	Total predictions: 14000	True positives:  262	False positives:  773	False negatives: 1738	True negatives: 11227

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.82957	Precision: 0.36889	Recall: 0.27150	F1: 0.31279	F2: 0.28663
	Total predictions: 14000	True positives:  543	False positives:  929	False negatives: 1457	True negatives: 11071

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'salary', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'salary', 'total_payments']
	Accuracy: 0.82486	Precision: 0.25906	Recall: 0.12150	F1: 0.16542	F2: 0.13594
	Total predictions: 14000	True positives:  243	False positives:  695	False negatives: 1757	True negatives: 11305

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'salary', 'exercised_stock_options']
	Accuracy: 0.82854	Precision: 0.41103	Recall: 0.26450	F1: 0.32187	F2: 0.28481
	Total predictions: 13000	True positives:  529	False positives:  758	False negatives: 1471	True negatives: 10242

['poi', 'salary_bonus', 'shared_receipt_with_poi', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'shared_receipt_with_poi', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85520	Precision: 0.42110	Recall: 0.22950	F1: 0.29709	F2: 0.25248
	Total predictions: 15000	True positives:  459	False positives:  631	False negatives: 1541	True negatives: 12369

['poi', 'salary_bonus', 'from_messages', 'other', 'director_fees']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'other', 'director_fees']
	Accuracy: 0.30338	Precision: 0.16660	Recall: 0.88150	F1: 0.28024	F2: 0.47438
	Total predictions: 13000	True positives: 1763	False positives: 8819	False negatives:  237	True negatives: 2181

['poi', 'salary_bonus', 'from_messages', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'other', 'resto_dirfees']
	Accuracy: 0.21600	Precision: 0.16167	Recall: 0.88500	F1: 0.27340	F2: 0.46707
	Total predictions: 12000	True positives: 1770	False positives: 9178	False negatives:  230	True negatives:  822

['poi', 'salary_bonus', 'from_messages', 'other', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'other', 'bonus']
	Accuracy: 0.79008	Precision: 0.24383	Recall: 0.12350	F1: 0.16396	F2: 0.13702
	Total predictions: 12000	True positives:  247	False positives:  766	False negatives: 1753	True negatives: 9234

['poi', 'salary_bonus', 'from_messages', 'other', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'other', 'total_stock_value']
	Accuracy: 0.84636	Precision: 0.43080	Recall: 0.23500	F1: 0.30411	F2: 0.25850
	Total predictions: 14000	True positives:  470	False positives:  621	False negatives: 1530	True negatives: 11379

['poi', 'salary_bonus', 'from_messages', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'other', 'from_poi_to_this_person']
	Accuracy: 0.79650	Precision: 0.26589	Recall: 0.12550	F1: 0.17052	F2: 0.14032
	Total predictions: 12000	True positives:  251	False positives:  693	False negatives: 1749	True negatives: 9307

['poi', 'salary_bonus', 'from_messages', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'other', 'from_this_person_to_poi']
	Accuracy: 0.79992	Precision: 0.27796	Recall: 0.12550	F1: 0.17292	F2: 0.14096
	Total predictions: 12000	True positives:  251	False positives:  652	False negatives: 1749	True negatives: 9348

['poi', 'salary_bonus', 'from_messages', 'other', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'other', 'restricted_stock']
	Accuracy: 0.80254	Precision: 0.22341	Recall: 0.11450	F1: 0.15140	F2: 0.12687
	Total predictions: 13000	True positives:  229	False positives:  796	False negatives: 1771	True negatives: 10204

['poi', 'salary_bonus', 'from_messages', 'other', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'other', 'salary']
	Accuracy: 0.79458	Precision: 0.24309	Recall: 0.11000	F1: 0.15146	F2: 0.12353
	Total predictions: 12000	True positives:  220	False positives:  685	False negatives: 1780	True negatives: 9315

['poi', 'salary_bonus', 'from_messages', 'other', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'other', 'total_payments']
	Accuracy: 0.82457	Precision: 0.24554	Recall: 0.11000	F1: 0.15193	F2: 0.12365
	Total predictions: 14000	True positives:  220	False positives:  676	False negatives: 1780	True negatives: 11324

['poi', 'salary_bonus', 'from_messages', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'other', 'exercised_stock_options']
	Accuracy: 0.84600	Precision: 0.42778	Recall: 0.23100	F1: 0.30000	F2: 0.25441
	Total predictions: 14000	True positives:  462	False positives:  618	False negatives: 1538	True negatives: 11382

['poi', 'salary_bonus', 'from_messages', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'director_fees', 'resto_dirfees']
	Accuracy: 0.31042	Precision: 0.18647	Recall: 0.93300	F1: 0.31082	F2: 0.51813
	Total predictions: 12000	True positives: 1866	False positives: 8141	False negatives:  134	True negatives: 1859

['poi', 'salary_bonus', 'from_messages', 'director_fees', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'director_fees', 'bonus']
	Accuracy: 0.31658	Precision: 0.18773	Recall: 0.93200	F1: 0.31252	F2: 0.51983
	Total predictions: 12000	True positives: 1864	False positives: 8065	False negatives:  136	True negatives: 1935

['poi', 'salary_bonus', 'from_messages', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'director_fees', 'total_stock_value']
	Accuracy: 0.28367	Precision: 0.15084	Recall: 0.94450	F1: 0.26014	F2: 0.46022
	Total predictions: 15000	True positives: 1889	False positives: 10634	False negatives:  111	True negatives: 2366

['poi', 'salary_bonus', 'from_messages', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.31608	Precision: 0.18762	Recall: 0.93200	F1: 0.31236	F2: 0.51965
	Total predictions: 12000	True positives: 1864	False positives: 8071	False negatives:  136	True negatives: 1929

['poi', 'salary_bonus', 'from_messages', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.30950	Precision: 0.18614	Recall: 0.93200	F1: 0.31030	F2: 0.51738
	Total predictions: 12000	True positives: 1864	False positives: 8150	False negatives:  136	True negatives: 1850

['poi', 'salary_bonus', 'from_messages', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'director_fees', 'restricted_stock']
	Accuracy: 0.28986	Precision: 0.16048	Recall: 0.93850	F1: 0.27409	F2: 0.47649
	Total predictions: 14000	True positives: 1877	False positives: 9819	False negatives:  123	True negatives: 2181

['poi', 'salary_bonus', 'from_messages', 'director_fees', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'director_fees', 'salary']
	Accuracy: 0.29692	Precision: 0.17139	Recall: 0.93100	F1: 0.28949	F2: 0.49353
	Total predictions: 13000	True positives: 1862	False positives: 9002	False negatives:  138	True negatives: 1998

['poi', 'salary_bonus', 'from_messages', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'director_fees', 'total_payments']
	Accuracy: 0.33643	Precision: 0.16061	Recall: 0.86250	F1: 0.27080	F2: 0.46025
	Total predictions: 14000	True positives: 1725	False positives: 9015	False negatives:  275	True negatives: 2985

['poi', 'salary_bonus', 'from_messages', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.28836	Precision: 0.16152	Recall: 0.95000	F1: 0.27610	F2: 0.48070
	Total predictions: 14000	True positives: 1900	False positives: 9863	False negatives:  100	True negatives: 2137

['poi', 'salary_bonus', 'from_messages', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'resto_dirfees', 'bonus']
	Accuracy: 0.24573	Precision: 0.18637	Recall: 0.93550	F1: 0.31082	F2: 0.51860
	Total predictions: 11000	True positives: 1871	False positives: 8168	False negatives:  129	True negatives:  832

['poi', 'salary_bonus', 'from_messages', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.19550	Precision: 0.14485	Recall: 0.94450	F1: 0.25118	F2: 0.44889
	Total predictions: 14000	True positives: 1889	False positives: 11152	False negatives:  111	True negatives:  848

['poi', 'salary_bonus', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.24536	Precision: 0.18617	Recall: 0.93450	F1: 0.31049	F2: 0.51804
	Total predictions: 11000	True positives: 1869	False positives: 8170	False negatives:  131	True negatives:  830

['poi', 'salary_bonus', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.23755	Precision: 0.18453	Recall: 0.93400	F1: 0.30817	F2: 0.51537
	Total predictions: 11000	True positives: 1868	False positives: 8255	False negatives:  132	True negatives:  745

['poi', 'salary_bonus', 'from_messages', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.20862	Precision: 0.15610	Recall: 0.94050	F1: 0.26776	F2: 0.46908
	Total predictions: 13000	True positives: 1881	False positives: 10169	False negatives:  119	True negatives:  831

['poi', 'salary_bonus', 'from_messages', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'resto_dirfees', 'salary']
	Accuracy: 0.22425	Precision: 0.16955	Recall: 0.93750	F1: 0.28716	F2: 0.49189
	Total predictions: 12000	True positives: 1875	False positives: 9184	False negatives:  125	True negatives:  816

['poi', 'salary_bonus', 'from_messages', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'resto_dirfees', 'total_payments']
	Accuracy: 0.23893	Precision: 0.13771	Recall: 0.82250	F1: 0.23593	F2: 0.41238
	Total predictions: 14000	True positives: 1645	False positives: 10300	False negatives:  355	True negatives: 1700

['poi', 'salary_bonus', 'from_messages', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.21331	Precision: 0.15729	Recall: 0.94400	F1: 0.26966	F2: 0.47193
	Total predictions: 13000	True positives: 1888	False positives: 10115	False negatives:  112	True negatives:  885

['poi', 'salary_bonus', 'from_messages', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'bonus', 'total_stock_value']
	Accuracy: 0.83743	Precision: 0.40129	Recall: 0.28050	F1: 0.33019	F2: 0.29847
	Total predictions: 14000	True positives:  561	False positives:  837	False negatives: 1439	True negatives: 11163

['poi', 'salary_bonus', 'from_messages', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.78964	Precision: 0.35701	Recall: 0.19600	F1: 0.25307	F2: 0.21543
	Total predictions: 11000	True positives:  392	False positives:  706	False negatives: 1608	True negatives: 8294

['poi', 'salary_bonus', 'from_messages', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.79527	Precision: 0.38419	Recall: 0.20900	F1: 0.27073	F2: 0.22997
	Total predictions: 11000	True positives:  418	False positives:  670	False negatives: 1582	True negatives: 8330

['poi', 'salary_bonus', 'from_messages', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'bonus', 'restricted_stock']
	Accuracy: 0.79492	Precision: 0.30350	Recall: 0.17800	F1: 0.22439	F2: 0.19405
	Total predictions: 12000	True positives:  356	False positives:  817	False negatives: 1644	True negatives: 9183

['poi', 'salary_bonus', 'from_messages', 'bonus', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'bonus', 'salary']
	Accuracy: 0.79875	Precision: 0.31256	Recall: 0.17300	F1: 0.22272	F2: 0.18996
	Total predictions: 12000	True positives:  346	False positives:  761	False negatives: 1654	True negatives: 9239

['poi', 'salary_bonus', 'from_messages', 'bonus', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'bonus', 'total_payments']
	Accuracy: 0.82579	Precision: 0.25584	Recall: 0.11500	F1: 0.15868	F2: 0.12923
	Total predictions: 14000	True positives:  230	False positives:  669	False negatives: 1770	True negatives: 11331

['poi', 'salary_bonus', 'from_messages', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'bonus', 'exercised_stock_options']
	Accuracy: 0.82969	Precision: 0.42074	Recall: 0.28400	F1: 0.33910	F2: 0.30374
	Total predictions: 13000	True positives:  568	False positives:  782	False negatives: 1432	True negatives: 10218

['poi', 'salary_bonus', 'from_messages', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.85686	Precision: 0.49839	Recall: 0.30950	F1: 0.38186	F2: 0.33488
	Total predictions: 14000	True positives:  619	False positives:  623	False negatives: 1381	True negatives: 11377

['poi', 'salary_bonus', 'from_messages', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.85614	Precision: 0.49421	Recall: 0.29850	F1: 0.37219	F2: 0.32417
	Total predictions: 14000	True positives:  597	False positives:  611	False negatives: 1403	True negatives: 11389

['poi', 'salary_bonus', 'from_messages', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.85486	Precision: 0.48758	Recall: 0.31400	F1: 0.38200	F2: 0.33807
	Total predictions: 14000	True positives:  628	False positives:  660	False negatives: 1372	True negatives: 11340

['poi', 'salary_bonus', 'from_messages', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'total_stock_value', 'salary']
	Accuracy: 0.84793	Precision: 0.44819	Recall: 0.27900	F1: 0.34391	F2: 0.30178
	Total predictions: 14000	True positives:  558	False positives:  687	False negatives: 1442	True negatives: 11313

['poi', 'salary_bonus', 'from_messages', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'total_stock_value', 'total_payments']
	Accuracy: 0.85353	Precision: 0.41021	Recall: 0.22500	F1: 0.29060	F2: 0.24733
	Total predictions: 15000	True positives:  450	False positives:  647	False negatives: 1550	True negatives: 12353

['poi', 'salary_bonus', 'from_messages', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.84593	Precision: 0.44627	Recall: 0.32600	F1: 0.37677	F2: 0.34457
	Total predictions: 14000	True positives:  652	False positives:  809	False negatives: 1348	True negatives: 11191

['poi', 'salary_bonus', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.76118	Precision: 0.29682	Recall: 0.22900	F1: 0.25854	F2: 0.23997
	Total predictions: 11000	True positives:  458	False positives: 1085	False negatives: 1542	True negatives: 7915

['poi', 'salary_bonus', 'from_messages', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.80992	Precision: 0.35794	Recall: 0.17700	F1: 0.23687	F2: 0.19691
	Total predictions: 12000	True positives:  354	False positives:  635	False negatives: 1646	True negatives: 9365

['poi', 'salary_bonus', 'from_messages', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.81625	Precision: 0.38871	Recall: 0.17900	F1: 0.24512	F2: 0.20065
	Total predictions: 12000	True positives:  358	False positives:  563	False negatives: 1642	True negatives: 9437

['poi', 'salary_bonus', 'from_messages', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.83907	Precision: 0.31799	Recall: 0.11050	F1: 0.16401	F2: 0.12708
	Total predictions: 14000	True positives:  221	False positives:  474	False negatives: 1779	True negatives: 11526

['poi', 'salary_bonus', 'from_messages', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.84492	Precision: 0.49371	Recall: 0.31400	F1: 0.38386	F2: 0.33865
	Total predictions: 13000	True positives:  628	False positives:  644	False negatives: 1372	True negatives: 10356

['poi', 'salary_bonus', 'from_messages', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.80767	Precision: 0.35106	Recall: 0.18150	F1: 0.23929	F2: 0.20091
	Total predictions: 12000	True positives:  363	False positives:  671	False negatives: 1637	True negatives: 9329

['poi', 'salary_bonus', 'from_messages', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.80783	Precision: 0.35647	Recall: 0.19000	F1: 0.24788	F2: 0.20957
	Total predictions: 12000	True positives:  380	False positives:  686	False negatives: 1620	True negatives: 9314

['poi', 'salary_bonus', 'from_messages', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.83800	Precision: 0.31127	Recall: 0.11050	F1: 0.16310	F2: 0.12687
	Total predictions: 14000	True positives:  221	False positives:  489	False negatives: 1779	True negatives: 11511

['poi', 'salary_bonus', 'from_messages', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.84777	Precision: 0.50880	Recall: 0.30350	F1: 0.38021	F2: 0.33014
	Total predictions: 13000	True positives:  607	False positives:  586	False negatives: 1393	True negatives: 10414

['poi', 'salary_bonus', 'from_messages', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'restricted_stock', 'salary']
	Accuracy: 0.81938	Precision: 0.34574	Recall: 0.19500	F1: 0.24936	F2: 0.21363
	Total predictions: 13000	True positives:  390	False positives:  738	False negatives: 1610	True negatives: 10262

['poi', 'salary_bonus', 'from_messages', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'restricted_stock', 'total_payments']
	Accuracy: 0.83400	Precision: 0.30576	Recall: 0.12750	F1: 0.17996	F2: 0.14433
	Total predictions: 14000	True positives:  255	False positives:  579	False negatives: 1745	True negatives: 11421

['poi', 'salary_bonus', 'from_messages', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84971	Precision: 0.46176	Recall: 0.31400	F1: 0.37381	F2: 0.33547
	Total predictions: 14000	True positives:  628	False positives:  732	False negatives: 1372	True negatives: 11268

['poi', 'salary_bonus', 'from_messages', 'salary', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'salary', 'total_payments']
	Accuracy: 0.83357	Precision: 0.28846	Recall: 0.11250	F1: 0.16187	F2: 0.12813
	Total predictions: 14000	True positives:  225	False positives:  555	False negatives: 1775	True negatives: 11445

['poi', 'salary_bonus', 'from_messages', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'salary', 'exercised_stock_options']
	Accuracy: 0.84108	Precision: 0.47213	Recall: 0.27950	F1: 0.35113	F2: 0.30433
	Total predictions: 13000	True positives:  559	False positives:  625	False negatives: 1441	True negatives: 10375

['poi', 'salary_bonus', 'from_messages', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'from_messages', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.86153	Precision: 0.46138	Recall: 0.23000	F1: 0.30697	F2: 0.25564
	Total predictions: 15000	True positives:  460	False positives:  537	False negatives: 1540	True negatives: 12463

['poi', 'salary_bonus', 'other', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'salary_bonus', 'other', 'director_fees', 'resto_dirfees']
	Accuracy: 0.31418	Precision: 0.20019	Recall: 0.92550	F1: 0.32918	F2: 0.53665
	Total predictions: 11000	True positives: 1851	False positives: 7395	False negatives:  149	True negatives: 1605

['poi', 'salary_bonus', 'other', 'director_fees', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'other', 'director_fees', 'bonus']
	Accuracy: 0.31773	Precision: 0.20104	Recall: 0.92550	F1: 0.33033	F2: 0.53786
	Total predictions: 11000	True positives: 1851	False positives: 7356	False negatives:  149	True negatives: 1644

['poi', 'salary_bonus', 'other', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'other', 'director_fees', 'total_stock_value']
	Accuracy: 0.68907	Precision: 0.25315	Recall: 0.68300	F1: 0.36939	F2: 0.50985
	Total predictions: 15000	True positives: 1366	False positives: 4030	False negatives:  634	True negatives: 8970

['poi', 'salary_bonus', 'other', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'other', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.27300	Precision: 0.16740	Recall: 0.93750	F1: 0.28407	F2: 0.48826
	Total predictions: 13000	True positives: 1875	False positives: 9326	False negatives:  125	True negatives: 1674

['poi', 'salary_bonus', 'other', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'other', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.28575	Precision: 0.17551	Recall: 0.88850	F1: 0.29311	F2: 0.49021
	Total predictions: 12000	True positives: 1777	False positives: 8348	False negatives:  223	True negatives: 1652

['poi', 'salary_bonus', 'other', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'other', 'director_fees', 'restricted_stock']
	Accuracy: 0.26257	Precision: 0.15643	Recall: 0.94750	F1: 0.26853	F2: 0.47106
	Total predictions: 14000	True positives: 1895	False positives: 10219	False negatives:  105	True negatives: 1781

['poi', 'salary_bonus', 'other', 'director_fees', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'other', 'director_fees', 'salary']
	Accuracy: 0.30317	Precision: 0.18611	Recall: 0.94300	F1: 0.31086	F2: 0.52002
	Total predictions: 12000	True positives: 1886	False positives: 8248	False negatives:  114	True negatives: 1752

['poi', 'salary_bonus', 'other', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'other', 'director_fees', 'total_payments']
	Accuracy: 0.72292	Precision: 0.18189	Recall: 0.22900	F1: 0.20274	F2: 0.21772
	Total predictions: 13000	True positives:  458	False positives: 2060	False negatives: 1542	True negatives: 8940

['poi', 'salary_bonus', 'other', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'other', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.56293	Precision: 0.21424	Recall: 0.77200	F1: 0.33540	F2: 0.50766
	Total predictions: 14000	True positives: 1544	False positives: 5663	False negatives:  456	True negatives: 6337

['poi', 'salary_bonus', 'other', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'other', 'resto_dirfees', 'bonus']
	Accuracy: 0.23330	Precision: 0.19994	Recall: 0.94400	F1: 0.32998	F2: 0.54119
	Total predictions: 10000	True positives: 1888	False positives: 7555	False negatives:  112	True negatives:  445

['poi', 'salary_bonus', 'other', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'other', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.21143	Precision: 0.14229	Recall: 0.89900	F1: 0.24570	F2: 0.43565
	Total predictions: 14000	True positives: 1798	False positives: 10838	False negatives:  202	True negatives: 1162

['poi', 'salary_bonus', 'other', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'other', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.21064	Precision: 0.18033	Recall: 0.94250	F1: 0.30274	F2: 0.51076
	Total predictions: 11000	True positives: 1885	False positives: 8568	False negatives:  115	True negatives:  432

['poi', 'salary_bonus', 'other', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'other', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.20318	Precision: 0.17176	Recall: 0.88500	F1: 0.28769	F2: 0.48347
	Total predictions: 11000	True positives: 1770	False positives: 8535	False negatives:  230	True negatives:  465

['poi', 'salary_bonus', 'other', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'other', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.19283	Precision: 0.16443	Recall: 0.94150	F1: 0.27996	F2: 0.48401
	Total predictions: 12000	True positives: 1883	False positives: 9569	False negatives:  117	True negatives:  431

['poi', 'salary_bonus', 'other', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'other', 'resto_dirfees', 'salary']
	Accuracy: 0.22640	Precision: 0.19772	Recall: 0.93800	F1: 0.32660	F2: 0.53637
	Total predictions: 10000	True positives: 1876	False positives: 7612	False negatives:  124	True negatives:  388

['poi', 'salary_bonus', 'other', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'other', 'resto_dirfees', 'total_payments']
	Accuracy: 0.22692	Precision: 0.15036	Recall: 0.86550	F1: 0.25622	F2: 0.44357
	Total predictions: 13000	True positives: 1731	False positives: 9781	False negatives:  269	True negatives: 1219

['poi', 'salary_bonus', 'other', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'other', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.22277	Precision: 0.15433	Recall: 0.90450	F1: 0.26366	F2: 0.45862
	Total predictions: 13000	True positives: 1809	False positives: 9913	False negatives:  191	True negatives: 1087

['poi', 'salary_bonus', 'other', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'other', 'bonus', 'total_stock_value']
	Accuracy: 0.83200	Precision: 0.36293	Recall: 0.23300	F1: 0.28380	F2: 0.25097
	Total predictions: 14000	True positives:  466	False positives:  818	False negatives: 1534	True negatives: 11182

['poi', 'salary_bonus', 'other', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'other', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.79145	Precision: 0.32246	Recall: 0.13350	F1: 0.18883	F2: 0.15122
	Total predictions: 11000	True positives:  267	False positives:  561	False negatives: 1733	True negatives: 8439

['poi', 'salary_bonus', 'other', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'other', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.77855	Precision: 0.26609	Recall: 0.12400	F1: 0.16917	F2: 0.13883
	Total predictions: 11000	True positives:  248	False positives:  684	False negatives: 1752	True negatives: 8316

['poi', 'salary_bonus', 'other', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'other', 'bonus', 'restricted_stock']
	Accuracy: 0.79000	Precision: 0.24560	Recall: 0.12550	F1: 0.16612	F2: 0.13910
	Total predictions: 12000	True positives:  251	False positives:  771	False negatives: 1749	True negatives: 9229

['poi', 'salary_bonus', 'other', 'bonus', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'other', 'bonus', 'salary']
	Accuracy: 0.77290	Precision: 0.31615	Recall: 0.11650	F1: 0.17026	F2: 0.13334
	Total predictions: 10000	True positives:  233	False positives:  504	False negatives: 1767	True negatives: 7496

['poi', 'salary_bonus', 'other', 'bonus', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'other', 'bonus', 'total_payments']
	Accuracy: 0.81785	Precision: 0.29418	Recall: 0.13150	F1: 0.18176	F2: 0.14785
	Total predictions: 13000	True positives:  263	False positives:  631	False negatives: 1737	True negatives: 10369

['poi', 'salary_bonus', 'other', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'other', 'bonus', 'exercised_stock_options']
	Accuracy: 0.83554	Precision: 0.43416	Recall: 0.22750	F1: 0.29856	F2: 0.25144
	Total predictions: 13000	True positives:  455	False positives:  593	False negatives: 1545	True negatives: 10407

['poi', 'salary_bonus', 'other', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'other', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.84407	Precision: 0.41794	Recall: 0.23300	F1: 0.29920	F2: 0.25562
	Total predictions: 14000	True positives:  466	False positives:  649	False negatives: 1534	True negatives: 11351

['poi', 'salary_bonus', 'other', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'other', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.84536	Precision: 0.42452	Recall: 0.23200	F1: 0.30003	F2: 0.25514
	Total predictions: 14000	True positives:  464	False positives:  629	False negatives: 1536	True negatives: 11371

['poi', 'salary_bonus', 'other', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'other', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.84807	Precision: 0.44126	Recall: 0.23850	F1: 0.30964	F2: 0.26264
	Total predictions: 14000	True positives:  477	False positives:  604	False negatives: 1523	True negatives: 11396

['poi', 'salary_bonus', 'other', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'other', 'total_stock_value', 'salary']
	Accuracy: 0.84414	Precision: 0.41574	Recall: 0.22450	F1: 0.29156	F2: 0.24725
	Total predictions: 14000	True positives:  449	False positives:  631	False negatives: 1551	True negatives: 11369

['poi', 'salary_bonus', 'other', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'other', 'total_stock_value', 'total_payments']
	Accuracy: 0.84267	Precision: 0.35577	Recall: 0.22200	F1: 0.27340	F2: 0.24005
	Total predictions: 15000	True positives:  444	False positives:  804	False negatives: 1556	True negatives: 12196

['poi', 'salary_bonus', 'other', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'other', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.85000	Precision: 0.45895	Recall: 0.27950	F1: 0.34742	F2: 0.30321
	Total predictions: 14000	True positives:  559	False positives:  659	False negatives: 1441	True negatives: 11341

['poi', 'salary_bonus', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.77827	Precision: 0.24327	Recall: 0.10400	F1: 0.14571	F2: 0.11745
	Total predictions: 11000	True positives:  208	False positives:  647	False negatives: 1792	True negatives: 8353

['poi', 'salary_bonus', 'other', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'other', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.80746	Precision: 0.22986	Recall: 0.10700	F1: 0.14603	F2: 0.11981
	Total predictions: 13000	True positives:  214	False positives:  717	False negatives: 1786	True negatives: 10283

['poi', 'salary_bonus', 'other', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'other', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.79500	Precision: 0.31111	Recall: 0.10500	F1: 0.15701	F2: 0.12104
	Total predictions: 11000	True positives:  210	False positives:  465	False negatives: 1790	True negatives: 8535

['poi', 'salary_bonus', 'other', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'other', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.82892	Precision: 0.33481	Recall: 0.11350	F1: 0.16953	F2: 0.13079
	Total predictions: 13000	True positives:  227	False positives:  451	False negatives: 1773	True negatives: 10549

['poi', 'salary_bonus', 'other', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'other', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.84546	Precision: 0.49548	Recall: 0.24650	F1: 0.32922	F2: 0.27404
	Total predictions: 13000	True positives:  493	False positives:  502	False negatives: 1507	True negatives: 10498

['poi', 'salary_bonus', 'other', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'other', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.79108	Precision: 0.23288	Recall: 0.11050	F1: 0.14988	F2: 0.12348
	Total predictions: 12000	True positives:  221	False positives:  728	False negatives: 1779	True negatives: 9272

['poi', 'salary_bonus', 'other', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'other', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.78891	Precision: 0.28871	Recall: 0.11000	F1: 0.15930	F2: 0.12554
	Total predictions: 11000	True positives:  220	False positives:  542	False negatives: 1780	True negatives: 8458

['poi', 'salary_bonus', 'other', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'other', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.83000	Precision: 0.34604	Recall: 0.11800	F1: 0.17599	F2: 0.13591
	Total predictions: 13000	True positives:  236	False positives:  446	False negatives: 1764	True negatives: 10554

['poi', 'salary_bonus', 'other', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'other', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.84600	Precision: 0.49897	Recall: 0.24250	F1: 0.32638	F2: 0.27029
	Total predictions: 13000	True positives:  485	False positives:  487	False negatives: 1515	True negatives: 10513

['poi', 'salary_bonus', 'other', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'other', 'restricted_stock', 'salary']
	Accuracy: 0.79342	Precision: 0.23060	Recall: 0.10250	F1: 0.14192	F2: 0.11531
	Total predictions: 12000	True positives:  205	False positives:  684	False negatives: 1795	True negatives: 9316

['poi', 'salary_bonus', 'other', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'other', 'restricted_stock', 'total_payments']
	Accuracy: 0.82257	Precision: 0.25506	Recall: 0.12600	F1: 0.16867	F2: 0.14019
	Total predictions: 14000	True positives:  252	False positives:  736	False negatives: 1748	True negatives: 11264

['poi', 'salary_bonus', 'other', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'other', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84529	Precision: 0.42523	Recall: 0.23600	F1: 0.30354	F2: 0.25906
	Total predictions: 14000	True positives:  472	False positives:  638	False negatives: 1528	True negatives: 11362

['poi', 'salary_bonus', 'other', 'salary', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'other', 'salary', 'total_payments']
	Accuracy: 0.82431	Precision: 0.31510	Recall: 0.12100	F1: 0.17486	F2: 0.13800
	Total predictions: 13000	True positives:  242	False positives:  526	False negatives: 1758	True negatives: 10474

['poi', 'salary_bonus', 'other', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'other', 'salary', 'exercised_stock_options']
	Accuracy: 0.83762	Precision: 0.44331	Recall: 0.21700	F1: 0.29137	F2: 0.24168
	Total predictions: 13000	True positives:  434	False positives:  545	False negatives: 1566	True negatives: 10455

['poi', 'salary_bonus', 'other', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'other', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84364	Precision: 0.41479	Recall: 0.23000	F1: 0.29592	F2: 0.25250
	Total predictions: 14000	True positives:  460	False positives:  649	False negatives: 1540	True negatives: 11351

['poi', 'salary_bonus', 'director_fees', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'resto_dirfees', 'bonus']
	Accuracy: 0.35580	Precision: 0.23691	Recall: 1.00000	F1: 0.38307	F2: 0.60820
	Total predictions: 10000	True positives: 2000	False positives: 6442	False negatives:    0	True negatives: 1558

['poi', 'salary_bonus', 'director_fees', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.26036	Precision: 0.16188	Recall: 1.00000	F1: 0.27865	F2: 0.49128
	Total predictions: 14000	True positives: 2000	False positives: 10355	False negatives:    0	True negatives: 1645

['poi', 'salary_bonus', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.30083	Precision: 0.19249	Recall: 1.00000	F1: 0.32284	F2: 0.54377
	Total predictions: 12000	True positives: 2000	False positives: 8390	False negatives:    0	True negatives: 1610

['poi', 'salary_bonus', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.30973	Precision: 0.20062	Recall: 0.93700	F1: 0.33048	F2: 0.54034
	Total predictions: 11000	True positives: 1874	False positives: 7467	False negatives:  126	True negatives: 1533

['poi', 'salary_bonus', 'director_fees', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.27992	Precision: 0.17541	Recall: 0.99450	F1: 0.29822	F2: 0.51425
	Total predictions: 13000	True positives: 1989	False positives: 9350	False negatives:   11	True negatives: 1650

['poi', 'salary_bonus', 'director_fees', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'resto_dirfees', 'salary']
	Accuracy: 0.32400	Precision: 0.21110	Recall: 0.99300	F1: 0.34818	F2: 0.57043
	Total predictions: 11000	True positives: 1986	False positives: 7422	False negatives:   14	True negatives: 1578

['poi', 'salary_bonus', 'director_fees', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'resto_dirfees', 'total_payments']
	Accuracy: 0.27708	Precision: 0.16961	Recall: 0.94950	F1: 0.28781	F2: 0.49463
	Total predictions: 13000	True positives: 1899	False positives: 9297	False negatives:  101	True negatives: 1703

['poi', 'salary_bonus', 'director_fees', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.26086	Precision: 0.16197	Recall: 1.00000	F1: 0.27878	F2: 0.49145
	Total predictions: 14000	True positives: 2000	False positives: 10348	False negatives:    0	True negatives: 1652

['poi', 'salary_bonus', 'director_fees', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'bonus', 'total_stock_value']
	Accuracy: 0.57157	Precision: 0.22034	Recall: 0.78750	F1: 0.34434	F2: 0.51987
	Total predictions: 14000	True positives: 1575	False positives: 5573	False negatives:  425	True negatives: 6427

['poi', 'salary_bonus', 'director_fees', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.30083	Precision: 0.19249	Recall: 1.00000	F1: 0.32284	F2: 0.54377
	Total predictions: 12000	True positives: 2000	False positives: 8390	False negatives:    0	True negatives: 1610

['poi', 'salary_bonus', 'director_fees', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.31100	Precision: 0.20092	Recall: 0.93700	F1: 0.33089	F2: 0.54077
	Total predictions: 11000	True positives: 1874	False positives: 7453	False negatives:  126	True negatives: 1547

['poi', 'salary_bonus', 'director_fees', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'bonus', 'restricted_stock']
	Accuracy: 0.28015	Precision: 0.17546	Recall: 0.99450	F1: 0.29829	F2: 0.51433
	Total predictions: 13000	True positives: 1989	False positives: 9347	False negatives:   11	True negatives: 1653

['poi', 'salary_bonus', 'director_fees', 'bonus', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'bonus', 'salary']
	Accuracy: 0.32436	Precision: 0.21119	Recall: 0.99300	F1: 0.34830	F2: 0.57056
	Total predictions: 11000	True positives: 1986	False positives: 7418	False negatives:   14	True negatives: 1582

['poi', 'salary_bonus', 'director_fees', 'bonus', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'bonus', 'total_payments']
	Accuracy: 0.73038	Precision: 0.22961	Recall: 0.31950	F1: 0.26720	F2: 0.29630
	Total predictions: 13000	True positives:  639	False positives: 2144	False negatives: 1361	True negatives: 8856

['poi', 'salary_bonus', 'director_fees', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'bonus', 'exercised_stock_options']
	Accuracy: 0.40736	Precision: 0.18524	Recall: 0.92650	F1: 0.30876	F2: 0.51464
	Total predictions: 14000	True positives: 1853	False positives: 8150	False negatives:  147	True negatives: 3850

['poi', 'salary_bonus', 'director_fees', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.24907	Precision: 0.15078	Recall: 1.00000	F1: 0.26205	F2: 0.47028
	Total predictions: 15000	True positives: 2000	False positives: 11264	False negatives:    0	True negatives: 1736

['poi', 'salary_bonus', 'director_fees', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.24907	Precision: 0.15078	Recall: 1.00000	F1: 0.26205	F2: 0.47028
	Total predictions: 15000	True positives: 2000	False positives: 11264	False negatives:    0	True negatives: 1736

['poi', 'salary_bonus', 'director_fees', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.55843	Precision: 0.21667	Recall: 0.79950	F1: 0.34094	F2: 0.51983
	Total predictions: 14000	True positives: 1599	False positives: 5781	False negatives:  401	True negatives: 6219

['poi', 'salary_bonus', 'director_fees', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'total_stock_value', 'salary']
	Accuracy: 0.46133	Precision: 0.19342	Recall: 0.95900	F1: 0.32192	F2: 0.53528
	Total predictions: 15000	True positives: 1918	False positives: 7998	False negatives:   82	True negatives: 5002

['poi', 'salary_bonus', 'director_fees', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'total_stock_value', 'total_payments']
	Accuracy: 0.75747	Precision: 0.24374	Recall: 0.38950	F1: 0.29985	F2: 0.34789
	Total predictions: 15000	True positives:  779	False positives: 2417	False negatives: 1221	True negatives: 10583

['poi', 'salary_bonus', 'director_fees', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.70050	Precision: 0.23762	Recall: 0.49650	F1: 0.32141	F2: 0.40767
	Total predictions: 14000	True positives:  993	False positives: 3186	False negatives: 1007	True negatives: 8814

['poi', 'salary_bonus', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.29558	Precision: 0.18396	Recall: 0.93900	F1: 0.30764	F2: 0.51568
	Total predictions: 12000	True positives: 1878	False positives: 8331	False negatives:  122	True negatives: 1669

['poi', 'salary_bonus', 'director_fees', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.27354	Precision: 0.17465	Recall: 0.99900	F1: 0.29732	F2: 0.51389
	Total predictions: 13000	True positives: 1998	False positives: 9442	False negatives:    2	True negatives: 1558

['poi', 'salary_bonus', 'director_fees', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.28392	Precision: 0.17576	Recall: 0.99050	F1: 0.29855	F2: 0.51398
	Total predictions: 13000	True positives: 1981	False positives: 9290	False negatives:   19	True negatives: 1710

['poi', 'salary_bonus', 'director_fees', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.71471	Precision: 0.26486	Recall: 0.56150	F1: 0.35994	F2: 0.45874
	Total predictions: 14000	True positives: 1123	False positives: 3117	False negatives:  877	True negatives: 8883

['poi', 'salary_bonus', 'director_fees', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.25964	Precision: 0.16175	Recall: 1.00000	F1: 0.27845	F2: 0.49104
	Total predictions: 14000	True positives: 2000	False positives: 10365	False negatives:    0	True negatives: 1635

['poi', 'salary_bonus', 'director_fees', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.26815	Precision: 0.16622	Recall: 0.93550	F1: 0.28229	F2: 0.48582
	Total predictions: 13000	True positives: 1871	False positives: 9385	False negatives:  129	True negatives: 1615

['poi', 'salary_bonus', 'director_fees', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.28958	Precision: 0.18223	Recall: 0.93550	F1: 0.30505	F2: 0.51213
	Total predictions: 12000	True positives: 1871	False positives: 8396	False negatives:  129	True negatives: 1604

['poi', 'salary_bonus', 'director_fees', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.71421	Precision: 0.25229	Recall: 0.50950	F1: 0.33747	F2: 0.42321
	Total predictions: 14000	True positives: 1019	False positives: 3020	False negatives:  981	True negatives: 8980

['poi', 'salary_bonus', 'director_fees', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.26079	Precision: 0.16196	Recall: 1.00000	F1: 0.27877	F2: 0.49142
	Total predictions: 14000	True positives: 2000	False positives: 10349	False negatives:    0	True negatives: 1651

['poi', 'salary_bonus', 'director_fees', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'restricted_stock', 'salary']
	Accuracy: 0.27515	Precision: 0.17486	Recall: 0.99800	F1: 0.29758	F2: 0.51404
	Total predictions: 13000	True positives: 1996	False positives: 9419	False negatives:    4	True negatives: 1581

['poi', 'salary_bonus', 'director_fees', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'restricted_stock', 'total_payments']
	Accuracy: 0.72336	Precision: 0.20128	Recall: 0.31550	F1: 0.24576	F2: 0.28334
	Total predictions: 14000	True positives:  631	False positives: 2504	False negatives: 1369	True negatives: 9496

['poi', 'salary_bonus', 'director_fees', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.46036	Precision: 0.19272	Recall: 0.87100	F1: 0.31561	F2: 0.51118
	Total predictions: 14000	True positives: 1742	False positives: 7297	False negatives:  258	True negatives: 4703

['poi', 'salary_bonus', 'director_fees', 'salary', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'salary', 'total_payments']
	Accuracy: 0.69969	Precision: 0.22438	Recall: 0.38750	F1: 0.28420	F2: 0.33831
	Total predictions: 13000	True positives:  775	False positives: 2679	False negatives: 1225	True negatives: 8321

['poi', 'salary_bonus', 'director_fees', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'salary', 'exercised_stock_options']
	Accuracy: 0.31907	Precision: 0.17211	Recall: 0.98850	F1: 0.29317	F2: 0.50726
	Total predictions: 14000	True positives: 1977	False positives: 9510	False negatives:   23	True negatives: 2490

['poi', 'salary_bonus', 'director_fees', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'director_fees', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.74443	Precision: 0.26018	Recall: 0.42800	F1: 0.32363	F2: 0.37910
	Total predictions: 14000	True positives:  856	False positives: 2434	False negatives: 1144	True negatives: 9566

['poi', 'salary_bonus', 'resto_dirfees', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'bonus', 'total_stock_value']
	Accuracy: 0.23915	Precision: 0.16124	Recall: 0.93900	F1: 0.27523	F2: 0.47794
	Total predictions: 13000	True positives: 1878	False positives: 9769	False negatives:  122	True negatives: 1231

['poi', 'salary_bonus', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.21973	Precision: 0.18898	Recall: 1.00000	F1: 0.31789	F2: 0.53813
	Total predictions: 11000	True positives: 2000	False positives: 8583	False negatives:    0	True negatives:  417

['poi', 'salary_bonus', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.22940	Precision: 0.19784	Recall: 0.93400	F1: 0.32652	F2: 0.53549
	Total predictions: 10000	True positives: 1868	False positives: 7574	False negatives:  132	True negatives:  426

['poi', 'salary_bonus', 'resto_dirfees', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'bonus', 'restricted_stock']
	Accuracy: 0.20325	Precision: 0.17237	Recall: 0.99450	F1: 0.29382	F2: 0.50898
	Total predictions: 12000	True positives: 1989	False positives: 9550	False negatives:   11	True negatives:  450

['poi', 'salary_bonus', 'resto_dirfees', 'bonus', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'bonus', 'salary']
	Accuracy: 0.23550	Precision: 0.20602	Recall: 0.98900	F1: 0.34101	F2: 0.56190
	Total predictions: 10000	True positives: 1978	False positives: 7623	False negatives:   22	True negatives:  377

['poi', 'salary_bonus', 'resto_dirfees', 'bonus', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'bonus', 'total_payments']
	Accuracy: 0.22477	Precision: 0.15073	Recall: 0.87150	F1: 0.25700	F2: 0.44546
	Total predictions: 13000	True positives: 1743	False positives: 9821	False negatives:  257	True negatives: 1179

['poi', 'salary_bonus', 'resto_dirfees', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'bonus', 'exercised_stock_options']
	Accuracy: 0.24977	Precision: 0.16212	Recall: 0.93000	F1: 0.27611	F2: 0.47758
	Total predictions: 13000	True positives: 1860	False positives: 9613	False negatives:  140	True negatives: 1387

['poi', 'salary_bonus', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.21593	Precision: 0.14996	Recall: 0.96150	F1: 0.25946	F2: 0.46175
	Total predictions: 14000	True positives: 1923	False positives: 10900	False negatives:   77	True negatives: 1100

['poi', 'salary_bonus', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.21621	Precision: 0.14859	Recall: 0.94850	F1: 0.25692	F2: 0.45673
	Total predictions: 14000	True positives: 1897	False positives: 10870	False negatives:  103	True negatives: 1130

['poi', 'salary_bonus', 'resto_dirfees', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.23354	Precision: 0.16024	Recall: 0.93900	F1: 0.27376	F2: 0.47617
	Total predictions: 13000	True positives: 1878	False positives: 9842	False negatives:  122	True negatives: 1158

['poi', 'salary_bonus', 'resto_dirfees', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'total_stock_value', 'salary']
	Accuracy: 0.22400	Precision: 0.15119	Recall: 0.96050	F1: 0.26125	F2: 0.46388
	Total predictions: 14000	True positives: 1921	False positives: 10785	False negatives:   79	True negatives: 1215

['poi', 'salary_bonus', 'resto_dirfees', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'total_stock_value', 'total_payments']
	Accuracy: 0.22767	Precision: 0.13458	Recall: 0.88250	F1: 0.23354	F2: 0.41795
	Total predictions: 15000	True positives: 1765	False positives: 11350	False negatives:  235	True negatives: 1650

['poi', 'salary_bonus', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.24185	Precision: 0.16138	Recall: 0.93600	F1: 0.27529	F2: 0.47755
	Total predictions: 13000	True positives: 1872	False positives: 9728	False negatives:  128	True negatives: 1272

['poi', 'salary_bonus', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.20927	Precision: 0.17903	Recall: 0.93400	F1: 0.30047	F2: 0.50667
	Total predictions: 11000	True positives: 1868	False positives: 8566	False negatives:  132	True negatives:  434

['poi', 'salary_bonus', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.19883	Precision: 0.17187	Recall: 0.99700	F1: 0.29319	F2: 0.50862
	Total predictions: 12000	True positives: 1994	False positives: 9608	False negatives:    6	True negatives:  392

['poi', 'salary_bonus', 'resto_dirfees', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.21591	Precision: 0.18706	Recall: 0.99000	F1: 0.31466	F2: 0.53269
	Total predictions: 11000	True positives: 1980	False positives: 8605	False negatives:   20	True negatives:  395

['poi', 'salary_bonus', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.21521	Precision: 0.14026	Recall: 0.87600	F1: 0.24181	F2: 0.42750
	Total predictions: 14000	True positives: 1752	False positives: 10739	False negatives:  248	True negatives: 1261

['poi', 'salary_bonus', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.21885	Precision: 0.16198	Recall: 0.97700	F1: 0.27789	F2: 0.48697
	Total predictions: 13000	True positives: 1954	False positives: 10109	False negatives:   46	True negatives:  891

['poi', 'salary_bonus', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.19258	Precision: 0.16462	Recall: 0.94350	F1: 0.28032	F2: 0.48477
	Total predictions: 12000	True positives: 1887	False positives: 9576	False negatives:  113	True negatives:  424

['poi', 'salary_bonus', 'resto_dirfees', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.20645	Precision: 0.17764	Recall: 0.92700	F1: 0.29814	F2: 0.50279
	Total predictions: 11000	True positives: 1854	False positives: 8583	False negatives:  146	True negatives:  417

['poi', 'salary_bonus', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.22838	Precision: 0.15164	Recall: 0.87400	F1: 0.25845	F2: 0.44759
	Total predictions: 13000	True positives: 1748	False positives: 9779	False negatives:  252	True negatives: 1221

['poi', 'salary_bonus', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.22323	Precision: 0.16179	Recall: 0.96850	F1: 0.27727	F2: 0.48493
	Total predictions: 13000	True positives: 1937	False positives: 10035	False negatives:   63	True negatives:  965

['poi', 'salary_bonus', 'resto_dirfees', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'restricted_stock', 'salary']
	Accuracy: 0.19900	Precision: 0.17167	Recall: 0.99500	F1: 0.29282	F2: 0.50786
	Total predictions: 12000	True positives: 1990	False positives: 9602	False negatives:   10	True negatives:  398

['poi', 'salary_bonus', 'resto_dirfees', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'restricted_stock', 'total_payments']
	Accuracy: 0.20914	Precision: 0.13948	Recall: 0.87750	F1: 0.24071	F2: 0.42634
	Total predictions: 14000	True positives: 1755	False positives: 10827	False negatives:  245	True negatives: 1173

['poi', 'salary_bonus', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.23254	Precision: 0.16029	Recall: 0.94100	F1: 0.27392	F2: 0.47667
	Total predictions: 13000	True positives: 1882	False positives: 9859	False negatives:  118	True negatives: 1141

['poi', 'salary_bonus', 'resto_dirfees', 'salary', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'salary', 'total_payments']
	Accuracy: 0.22354	Precision: 0.15028	Recall: 0.86950	F1: 0.25626	F2: 0.44426
	Total predictions: 13000	True positives: 1739	False positives: 9833	False negatives:  261	True negatives: 1167

['poi', 'salary_bonus', 'resto_dirfees', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'salary', 'exercised_stock_options']
	Accuracy: 0.23415	Precision: 0.16156	Recall: 0.94950	F1: 0.27614	F2: 0.48066
	Total predictions: 13000	True positives: 1899	False positives: 9855	False negatives:  101	True negatives: 1145

['poi', 'salary_bonus', 'resto_dirfees', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'resto_dirfees', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.22671	Precision: 0.14371	Recall: 0.89000	F1: 0.24746	F2: 0.43657
	Total predictions: 14000	True positives: 1780	False positives: 10606	False negatives:  220	True negatives: 1394

['poi', 'salary_bonus', 'bonus', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'salary_bonus', 'bonus', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.83938	Precision: 0.46982	Recall: 0.34250	F1: 0.39618	F2: 0.36213
	Total predictions: 13000	True positives:  685	False positives:  773	False negatives: 1315	True negatives: 10227

['poi', 'salary_bonus', 'bonus', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'bonus', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.83577	Precision: 0.44936	Recall: 0.29950	F1: 0.35944	F2: 0.32090
	Total predictions: 13000	True positives:  599	False positives:  734	False negatives: 1401	True negatives: 10266

['poi', 'salary_bonus', 'bonus', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'bonus', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.83600	Precision: 0.45008	Recall: 0.29750	F1: 0.35822	F2: 0.31914
	Total predictions: 13000	True positives:  595	False positives:  727	False negatives: 1405	True negatives: 10273

['poi', 'salary_bonus', 'bonus', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'bonus', 'total_stock_value', 'salary']
	Accuracy: 0.83915	Precision: 0.46856	Recall: 0.33900	F1: 0.39339	F2: 0.35884
	Total predictions: 13000	True positives:  678	False positives:  769	False negatives: 1322	True negatives: 10231

['poi', 'salary_bonus', 'bonus', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'bonus', 'total_stock_value', 'total_payments']
	Accuracy: 0.84353	Precision: 0.36906	Recall: 0.24450	F1: 0.29414	F2: 0.26220
	Total predictions: 15000	True positives:  489	False positives:  836	False negatives: 1511	True negatives: 12164

['poi', 'salary_bonus', 'bonus', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'bonus', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.84015	Precision: 0.47383	Recall: 0.35300	F1: 0.40458	F2: 0.37197
	Total predictions: 13000	True positives:  706	False positives:  784	False negatives: 1294	True negatives: 10216

['poi', 'salary_bonus', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.77380	Precision: 0.36093	Recall: 0.17000	F1: 0.23114	F2: 0.19011
	Total predictions: 10000	True positives:  340	False positives:  602	False negatives: 1660	True negatives: 7398

['poi', 'salary_bonus', 'bonus', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'bonus', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.81167	Precision: 0.39516	Recall: 0.24500	F1: 0.30247	F2: 0.26515
	Total predictions: 12000	True positives:  490	False positives:  750	False negatives: 1510	True negatives: 9250

['poi', 'salary_bonus', 'bonus', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'bonus', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.80745	Precision: 0.44158	Recall: 0.22300	F1: 0.29635	F2: 0.24750
	Total predictions: 11000	True positives:  446	False positives:  564	False negatives: 1554	True negatives: 8436

['poi', 'salary_bonus', 'bonus', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'bonus', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.82500	Precision: 0.35326	Recall: 0.16550	F1: 0.22540	F2: 0.18519
	Total predictions: 13000	True positives:  331	False positives:  606	False negatives: 1669	True negatives: 10394

['poi', 'salary_bonus', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.83785	Precision: 0.45940	Recall: 0.30550	F1: 0.36697	F2: 0.32744
	Total predictions: 13000	True positives:  611	False positives:  719	False negatives: 1389	True negatives: 10281

['poi', 'salary_bonus', 'bonus', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'bonus', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.79167	Precision: 0.29027	Recall: 0.17300	F1: 0.21679	F2: 0.18821
	Total predictions: 12000	True positives:  346	False positives:  846	False negatives: 1654	True negatives: 9154

['poi', 'salary_bonus', 'bonus', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'bonus', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.78427	Precision: 0.32389	Recall: 0.17150	F1: 0.22426	F2: 0.18931
	Total predictions: 11000	True positives:  343	False positives:  716	False negatives: 1657	True negatives: 8284

['poi', 'salary_bonus', 'bonus', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'bonus', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.82085	Precision: 0.32918	Recall: 0.15850	F1: 0.21397	F2: 0.17684
	Total predictions: 13000	True positives:  317	False positives:  646	False negatives: 1683	True negatives: 10354

['poi', 'salary_bonus', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.83546	Precision: 0.44453	Recall: 0.27850	F1: 0.34245	F2: 0.30098
	Total predictions: 13000	True positives:  557	False positives:  696	False negatives: 1443	True negatives: 10304

['poi', 'salary_bonus', 'bonus', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'bonus', 'restricted_stock', 'salary']
	Accuracy: 0.80975	Precision: 0.38814	Recall: 0.24550	F1: 0.30077	F2: 0.26498
	Total predictions: 12000	True positives:  491	False positives:  774	False negatives: 1509	True negatives: 9226

['poi', 'salary_bonus', 'bonus', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'bonus', 'restricted_stock', 'total_payments']
	Accuracy: 0.82129	Precision: 0.27428	Recall: 0.15250	F1: 0.19602	F2: 0.16736
	Total predictions: 14000	True positives:  305	False positives:  807	False negatives: 1695	True negatives: 11193

['poi', 'salary_bonus', 'bonus', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'bonus', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.83377	Precision: 0.43970	Recall: 0.29350	F1: 0.35202	F2: 0.31441
	Total predictions: 13000	True positives:  587	False positives:  748	False negatives: 1413	True negatives: 10252

['poi', 'salary_bonus', 'bonus', 'salary', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'bonus', 'salary', 'total_payments']
	Accuracy: 0.82131	Precision: 0.32578	Recall: 0.15100	F1: 0.20635	F2: 0.16915
	Total predictions: 13000	True positives:  302	False positives:  625	False negatives: 1698	True negatives: 10375

['poi', 'salary_bonus', 'bonus', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'bonus', 'salary', 'exercised_stock_options']
	Accuracy: 0.83823	Precision: 0.46451	Recall: 0.33700	F1: 0.39061	F2: 0.35658
	Total predictions: 13000	True positives:  674	False positives:  777	False negatives: 1326	True negatives: 10223

['poi', 'salary_bonus', 'bonus', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'bonus', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84471	Precision: 0.42435	Recall: 0.24400	F1: 0.30984	F2: 0.26667
	Total predictions: 14000	True positives:  488	False positives:  662	False negatives: 1512	True negatives: 11338

['poi', 'salary_bonus', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'salary_bonus', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.84700	Precision: 0.50496	Recall: 0.28000	F1: 0.36024	F2: 0.30739
	Total predictions: 13000	True positives:  560	False positives:  549	False negatives: 1440	True negatives: 10451

['poi', 'salary_bonus', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.85607	Precision: 0.49360	Recall: 0.28900	F1: 0.36455	F2: 0.31512
	Total predictions: 14000	True positives:  578	False positives:  593	False negatives: 1422	True negatives: 11407

['poi', 'salary_bonus', 'total_stock_value', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'total_stock_value', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.83923	Precision: 0.46269	Recall: 0.27900	F1: 0.34810	F2: 0.30306
	Total predictions: 13000	True positives:  558	False positives:  648	False negatives: 1442	True negatives: 10352

['poi', 'salary_bonus', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.85360	Precision: 0.41187	Recall: 0.22900	F1: 0.29434	F2: 0.25132
	Total predictions: 15000	True positives:  458	False positives:  654	False negatives: 1542	True negatives: 12346

['poi', 'salary_bonus', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.84746	Precision: 0.50667	Recall: 0.32300	F1: 0.39450	F2: 0.34825
	Total predictions: 13000	True positives:  646	False positives:  629	False negatives: 1354	True negatives: 10371

['poi', 'salary_bonus', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.85721	Precision: 0.50044	Recall: 0.28600	F1: 0.36398	F2: 0.31281
	Total predictions: 14000	True positives:  572	False positives:  571	False negatives: 1428	True negatives: 11429

['poi', 'salary_bonus', 'total_stock_value', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'total_stock_value', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.84864	Precision: 0.45167	Recall: 0.27800	F1: 0.34417	F2: 0.30116
	Total predictions: 14000	True positives:  556	False positives:  675	False negatives: 1444	True negatives: 11325

['poi', 'salary_bonus', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.85420	Precision: 0.41523	Recall: 0.22900	F1: 0.29520	F2: 0.25157
	Total predictions: 15000	True positives:  458	False positives:  645	False negatives: 1542	True negatives: 12355

['poi', 'salary_bonus', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.84900	Precision: 0.51474	Recall: 0.32300	F1: 0.39693	F2: 0.34900
	Total predictions: 13000	True positives:  646	False positives:  609	False negatives: 1354	True negatives: 10391

['poi', 'salary_bonus', 'total_stock_value', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'total_stock_value', 'restricted_stock', 'salary']
	Accuracy: 0.85350	Precision: 0.47837	Recall: 0.28200	F1: 0.35483	F2: 0.30722
	Total predictions: 14000	True positives:  564	False positives:  615	False negatives: 1436	True negatives: 11385

['poi', 'salary_bonus', 'total_stock_value', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'total_stock_value', 'restricted_stock', 'total_payments']
	Accuracy: 0.85900	Precision: 0.44368	Recall: 0.22650	F1: 0.29990	F2: 0.25108
	Total predictions: 15000	True positives:  453	False positives:  568	False negatives: 1547	True negatives: 12432

['poi', 'salary_bonus', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84685	Precision: 0.50352	Recall: 0.32150	F1: 0.39243	F2: 0.34656
	Total predictions: 13000	True positives:  643	False positives:  634	False negatives: 1357	True negatives: 10366

['poi', 'salary_bonus', 'total_stock_value', 'salary', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'total_stock_value', 'salary', 'total_payments']
	Accuracy: 0.85287	Precision: 0.40816	Recall: 0.23000	F1: 0.29421	F2: 0.25200
	Total predictions: 15000	True positives:  460	False positives:  667	False negatives: 1540	True negatives: 12333

['poi', 'salary_bonus', 'total_stock_value', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'total_stock_value', 'salary', 'exercised_stock_options']
	Accuracy: 0.85023	Precision: 0.52142	Recall: 0.32250	F1: 0.39852	F2: 0.34914
	Total predictions: 13000	True positives:  645	False positives:  592	False negatives: 1355	True negatives: 10408

['poi', 'salary_bonus', 'total_stock_value', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'total_stock_value', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.86013	Precision: 0.45724	Recall: 0.26200	F1: 0.33312	F2: 0.28646
	Total predictions: 15000	True positives:  524	False positives:  622	False negatives: 1476	True negatives: 12378

['poi', 'salary_bonus', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'salary_bonus', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.79475	Precision: 0.30197	Recall: 0.17650	F1: 0.22278	F2: 0.19250
	Total predictions: 12000	True positives:  353	False positives:  816	False negatives: 1647	True negatives: 9184

['poi', 'salary_bonus', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.78645	Precision: 0.32392	Recall: 0.16050	F1: 0.21464	F2: 0.17851
	Total predictions: 11000	True positives:  321	False positives:  670	False negatives: 1679	True negatives: 8330

['poi', 'salary_bonus', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.83821	Precision: 0.31206	Recall: 0.11000	F1: 0.16266	F2: 0.12636
	Total predictions: 14000	True positives:  220	False positives:  485	False negatives: 1780	True negatives: 11515

['poi', 'salary_bonus', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.84469	Precision: 0.49164	Recall: 0.27950	F1: 0.35639	F2: 0.30590
	Total predictions: 13000	True positives:  559	False positives:  578	False negatives: 1441	True negatives: 10422

['poi', 'salary_bonus', 'from_poi_to_this_person', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'from_poi_to_this_person', 'restricted_stock', 'salary']
	Accuracy: 0.81200	Precision: 0.36777	Recall: 0.17800	F1: 0.23989	F2: 0.19848
	Total predictions: 12000	True positives:  356	False positives:  612	False negatives: 1644	True negatives: 9388

['poi', 'salary_bonus', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']
	Accuracy: 0.82479	Precision: 0.25354	Recall: 0.11650	F1: 0.15964	F2: 0.13062
	Total predictions: 14000	True positives:  233	False positives:  686	False negatives: 1767	True negatives: 11314

['poi', 'salary_bonus', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.85243	Precision: 0.47317	Recall: 0.29100	F1: 0.36037	F2: 0.31528
	Total predictions: 14000	True positives:  582	False positives:  648	False negatives: 1418	True negatives: 11352

['poi', 'salary_bonus', 'from_poi_to_this_person', 'salary', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'from_poi_to_this_person', 'salary', 'total_payments']
	Accuracy: 0.82562	Precision: 0.32271	Recall: 0.12150	F1: 0.17653	F2: 0.13881
	Total predictions: 13000	True positives:  243	False positives:  510	False negatives: 1757	True negatives: 10490

['poi', 'salary_bonus', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']
	Accuracy: 0.84154	Precision: 0.47545	Recall: 0.29050	F1: 0.36065	F2: 0.31501
	Total predictions: 13000	True positives:  581	False positives:  641	False negatives: 1419	True negatives: 10359

['poi', 'salary_bonus', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85321	Precision: 0.47191	Recall: 0.23100	F1: 0.31017	F2: 0.25727
	Total predictions: 14000	True positives:  462	False positives:  517	False negatives: 1538	True negatives: 11483

['poi', 'salary_bonus', 'from_this_person_to_poi', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'salary_bonus', 'from_this_person_to_poi', 'restricted_stock', 'salary']
	Accuracy: 0.79650	Precision: 0.30303	Recall: 0.17000	F1: 0.21781	F2: 0.18636
	Total predictions: 12000	True positives:  340	False positives:  782	False negatives: 1660	True negatives: 9218

['poi', 'salary_bonus', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']
	Accuracy: 0.82664	Precision: 0.27018	Recall: 0.12550	F1: 0.17139	F2: 0.14055
	Total predictions: 14000	True positives:  251	False positives:  678	False negatives: 1749	True negatives: 11322

['poi', 'salary_bonus', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.85664	Precision: 0.49697	Recall: 0.28700	F1: 0.36387	F2: 0.31349
	Total predictions: 14000	True positives:  574	False positives:  581	False negatives: 1426	True negatives: 11419

['poi', 'salary_bonus', 'from_this_person_to_poi', 'salary', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'from_this_person_to_poi', 'salary', 'total_payments']
	Accuracy: 0.82769	Precision: 0.34169	Recall: 0.12950	F1: 0.18782	F2: 0.14786
	Total predictions: 13000	True positives:  259	False positives:  499	False negatives: 1741	True negatives: 10501

['poi', 'salary_bonus', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']
	Accuracy: 0.84269	Precision: 0.48111	Recall: 0.28650	F1: 0.35914	F2: 0.31172
	Total predictions: 13000	True positives:  573	False positives:  618	False negatives: 1427	True negatives: 10382

['poi', 'salary_bonus', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85414	Precision: 0.47853	Recall: 0.23400	F1: 0.31430	F2: 0.26064
	Total predictions: 14000	True positives:  468	False positives:  510	False negatives: 1532	True negatives: 11490

['poi', 'salary_bonus', 'restricted_stock', 'salary', 'total_payments']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock', 'salary', 'total_payments']
	Accuracy: 0.82536	Precision: 0.27133	Recall: 0.13200	F1: 0.17760	F2: 0.14711
	Total predictions: 14000	True positives:  264	False positives:  709	False negatives: 1736	True negatives: 11291

['poi', 'salary_bonus', 'restricted_stock', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock', 'salary', 'exercised_stock_options']
	Accuracy: 0.84864	Precision: 0.45221	Recall: 0.28150	F1: 0.34700	F2: 0.30449
	Total predictions: 14000	True positives:  563	False positives:  682	False negatives: 1437	True negatives: 11318

['poi', 'salary_bonus', 'restricted_stock', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'restricted_stock', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85707	Precision: 0.43090	Recall: 0.22450	F1: 0.29520	F2: 0.24829
	Total predictions: 15000	True positives:  449	False positives:  593	False negatives: 1551	True negatives: 12407

['poi', 'salary_bonus', 'salary', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'salary_bonus', 'salary', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84957	Precision: 0.44904	Recall: 0.23350	F1: 0.30724	F2: 0.25830
	Total predictions: 14000	True positives:  467	False positives:  573	False negatives: 1533	True negatives: 11427

['poi', 'deferral_payments', 'expenses', 'deferred_income', 'long_term_incentive']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'deferred_income', 'long_term_incentive']
	Accuracy: 0.82546	Precision: 0.38171	Recall: 0.21700	F1: 0.27670	F2: 0.23750
	Total predictions: 13000	True positives:  434	False positives:  703	False negatives: 1566	True negatives: 10297

['poi', 'deferral_payments', 'expenses', 'deferred_income', 'restricted_stock_deferred']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'deferred_income', 'restricted_stock_deferred']
	Accuracy: 0.30485	Precision: 0.17436	Recall: 0.94200	F1: 0.29426	F2: 0.50093
	Total predictions: 13000	True positives: 1884	False positives: 8921	False negatives:  116	True negatives: 2079

['poi', 'deferral_payments', 'expenses', 'deferred_income', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'deferred_income', 'shared_receipt_with_poi']
	Accuracy: 0.81364	Precision: 0.27494	Recall: 0.18600	F1: 0.22189	F2: 0.19887
	Total predictions: 14000	True positives:  372	False positives:  981	False negatives: 1628	True negatives: 11019

['poi', 'deferral_payments', 'expenses', 'deferred_income', 'from_messages']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'deferred_income', 'from_messages']
	Accuracy: 0.80264	Precision: 0.27251	Recall: 0.22850	F1: 0.24857	F2: 0.23613
	Total predictions: 14000	True positives:  457	False positives: 1220	False negatives: 1543	True negatives: 10780

['poi', 'deferral_payments', 'expenses', 'deferred_income', 'other']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'deferred_income', 'other']
	Accuracy: 0.82815	Precision: 0.34060	Recall: 0.12500	F1: 0.18288	F2: 0.14312
	Total predictions: 13000	True positives:  250	False positives:  484	False negatives: 1750	True negatives: 10516

['poi', 'deferral_payments', 'expenses', 'deferred_income', 'director_fees']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'deferred_income', 'director_fees']
	Accuracy: 0.31400	Precision: 0.18809	Recall: 0.93950	F1: 0.31343	F2: 0.52223
	Total predictions: 12000	True positives: 1879	False positives: 8111	False negatives:  121	True negatives: 1889

['poi', 'deferral_payments', 'expenses', 'deferred_income', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'deferred_income', 'resto_dirfees']
	Accuracy: 0.21775	Precision: 0.16913	Recall: 0.94400	F1: 0.28686	F2: 0.49262
	Total predictions: 12000	True positives: 1888	False positives: 9275	False negatives:  112	True negatives:  725

['poi', 'deferral_payments', 'expenses', 'deferred_income', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'deferred_income', 'bonus']
	Accuracy: 0.85092	Precision: 0.52793	Recall: 0.29300	F1: 0.37685	F2: 0.32162
	Total predictions: 13000	True positives:  586	False positives:  524	False negatives: 1414	True negatives: 10476

['poi', 'deferral_payments', 'expenses', 'deferred_income', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'deferred_income', 'total_stock_value']
	Accuracy: 0.86664	Precision: 0.55385	Recall: 0.34200	F1: 0.42287	F2: 0.37033
	Total predictions: 14000	True positives:  684	False positives:  551	False negatives: 1316	True negatives: 11449

['poi', 'deferral_payments', 'expenses', 'deferred_income', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'deferred_income', 'from_poi_to_this_person']
	Accuracy: 0.81962	Precision: 0.34473	Recall: 0.19150	F1: 0.24622	F2: 0.21019
	Total predictions: 13000	True positives:  383	False positives:  728	False negatives: 1617	True negatives: 10272

['poi', 'deferral_payments', 'expenses', 'deferred_income', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'deferred_income', 'from_this_person_to_poi']
	Accuracy: 0.82300	Precision: 0.34995	Recall: 0.17550	F1: 0.23377	F2: 0.19494
	Total predictions: 13000	True positives:  351	False positives:  652	False negatives: 1649	True negatives: 10348

['poi', 'deferral_payments', 'expenses', 'deferred_income', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'deferred_income', 'restricted_stock']
	Accuracy: 0.85443	Precision: 0.48291	Recall: 0.26850	F1: 0.34512	F2: 0.29467
	Total predictions: 14000	True positives:  537	False positives:  575	False negatives: 1463	True negatives: 11425

['poi', 'deferral_payments', 'expenses', 'deferred_income', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'deferred_income', 'salary']
	Accuracy: 0.84569	Precision: 0.49723	Recall: 0.26900	F1: 0.34912	F2: 0.29619
	Total predictions: 13000	True positives:  538	False positives:  544	False negatives: 1462	True negatives: 10456

['poi', 'deferral_payments', 'expenses', 'deferred_income', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'deferred_income', 'total_payments']
	Accuracy: 0.83154	Precision: 0.34921	Recall: 0.11000	F1: 0.16730	F2: 0.12746
	Total predictions: 13000	True positives:  220	False positives:  410	False negatives: 1780	True negatives: 10590

['poi', 'deferral_payments', 'expenses', 'deferred_income', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'deferred_income', 'exercised_stock_options']
	Accuracy: 0.86650	Precision: 0.55321	Recall: 0.34050	F1: 0.42154	F2: 0.36887
	Total predictions: 14000	True positives:  681	False positives:  550	False negatives: 1319	True negatives: 11450

['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'restricted_stock_deferred']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'restricted_stock_deferred']
	Accuracy: 0.30700	Precision: 0.17482	Recall: 0.94200	F1: 0.29490	F2: 0.50168
	Total predictions: 13000	True positives: 1884	False positives: 8893	False negatives:  116	True negatives: 2107

['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi']
	Accuracy: 0.79869	Precision: 0.28709	Recall: 0.20800	F1: 0.24123	F2: 0.22013
	Total predictions: 13000	True positives:  416	False positives: 1033	False negatives: 1584	True negatives: 9967

['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'from_messages']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'from_messages']
	Accuracy: 0.78008	Precision: 0.31383	Recall: 0.36200	F1: 0.33620	F2: 0.35122
	Total predictions: 13000	True positives:  724	False positives: 1583	False negatives: 1276	True negatives: 9417

['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'other']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'other']
	Accuracy: 0.79167	Precision: 0.16216	Recall: 0.06000	F1: 0.08759	F2: 0.06865
	Total predictions: 12000	True positives:  120	False positives:  620	False negatives: 1880	True negatives: 9380

['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'director_fees']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'director_fees']
	Accuracy: 0.30715	Precision: 0.17424	Recall: 0.93700	F1: 0.29385	F2: 0.49960
	Total predictions: 13000	True positives: 1874	False positives: 8881	False negatives:  126	True negatives: 2119

['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'resto_dirfees']
	Accuracy: 0.22867	Precision: 0.17114	Recall: 0.94400	F1: 0.28975	F2: 0.49601
	Total predictions: 12000	True positives: 1888	False positives: 9144	False negatives:  112	True negatives:  856

['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'bonus']
	Accuracy: 0.81375	Precision: 0.39629	Recall: 0.22450	F1: 0.28663	F2: 0.24581
	Total predictions: 12000	True positives:  449	False positives:  684	False negatives: 1551	True negatives: 9316

['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'total_stock_value']
	Accuracy: 0.85579	Precision: 0.49206	Recall: 0.29450	F1: 0.36847	F2: 0.32021
	Total predictions: 14000	True positives:  589	False positives:  608	False negatives: 1411	True negatives: 11392

['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'from_poi_to_this_person']
	Accuracy: 0.80977	Precision: 0.30503	Recall: 0.18500	F1: 0.23031	F2: 0.20080
	Total predictions: 13000	True positives:  370	False positives:  843	False negatives: 1630	True negatives: 10157

['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'from_this_person_to_poi']
	Accuracy: 0.79708	Precision: 0.19089	Recall: 0.09850	F1: 0.12995	F2: 0.10906
	Total predictions: 13000	True positives:  197	False positives:  835	False negatives: 1803	True negatives: 10165

['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'restricted_stock']
	Accuracy: 0.83593	Precision: 0.35427	Recall: 0.18050	F1: 0.23915	F2: 0.20013
	Total predictions: 14000	True positives:  361	False positives:  658	False negatives: 1639	True negatives: 11342

['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'salary']
	Accuracy: 0.81017	Precision: 0.38933	Recall: 0.24450	F1: 0.30037	F2: 0.26415
	Total predictions: 12000	True positives:  489	False positives:  767	False negatives: 1511	True negatives: 9233

['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'total_payments']
	Accuracy: 0.82246	Precision: 0.24919	Recall: 0.07650	F1: 0.11706	F2: 0.08881
	Total predictions: 13000	True positives:  153	False positives:  461	False negatives: 1847	True negatives: 10539

['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'exercised_stock_options']
	Accuracy: 0.85400	Precision: 0.48203	Recall: 0.29500	F1: 0.36600	F2: 0.31982
	Total predictions: 14000	True positives:  590	False positives:  634	False negatives: 1410	True negatives: 11366

['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi']
	Accuracy: 0.28536	Precision: 0.16072	Recall: 0.94800	F1: 0.27484	F2: 0.47886
	Total predictions: 14000	True positives: 1896	False positives: 9901	False negatives:  104	True negatives: 2099

['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'from_messages']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'from_messages']
	Accuracy: 0.30114	Precision: 0.15751	Recall: 0.89500	F1: 0.26788	F2: 0.46220
	Total predictions: 14000	True positives: 1790	False positives: 9574	False negatives:  210	True negatives: 2426

['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'other']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'other']
	Accuracy: 0.29331	Precision: 0.16400	Recall: 0.87700	F1: 0.27633	F2: 0.46911
	Total predictions: 13000	True positives: 1754	False positives: 8941	False negatives:  246	True negatives: 2059

['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'director_fees']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'director_fees']
	Accuracy: 0.39800	Precision: 0.19637	Recall: 0.94200	F1: 0.32500	F2: 0.53541
	Total predictions: 13000	True positives: 1884	False positives: 7710	False negatives:  116	True negatives: 3290

['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'resto_dirfees']
	Accuracy: 0.31758	Precision: 0.18865	Recall: 0.93750	F1: 0.31410	F2: 0.52260
	Total predictions: 12000	True positives: 1875	False positives: 8064	False negatives:  125	True negatives: 1936

['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'bonus']
	Accuracy: 0.30746	Precision: 0.17491	Recall: 0.94200	F1: 0.29504	F2: 0.50184
	Total predictions: 13000	True positives: 1884	False positives: 8887	False negatives:  116	True negatives: 2113

['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'total_stock_value']
	Accuracy: 0.28436	Precision: 0.15978	Recall: 0.94150	F1: 0.27320	F2: 0.47587
	Total predictions: 14000	True positives: 1883	False positives: 9902	False negatives:  117	True negatives: 2098

['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'from_poi_to_this_person']
	Accuracy: 0.30069	Precision: 0.17374	Recall: 0.94400	F1: 0.29346	F2: 0.50034
	Total predictions: 13000	True positives: 1888	False positives: 8979	False negatives:  112	True negatives: 2021

['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'from_this_person_to_poi']
	Accuracy: 0.29692	Precision: 0.16579	Recall: 0.88550	F1: 0.27929	F2: 0.47399
	Total predictions: 13000	True positives: 1771	False positives: 8911	False negatives:  229	True negatives: 2089

['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'restricted_stock']
	Accuracy: 0.28521	Precision: 0.15936	Recall: 0.93650	F1: 0.27238	F2: 0.47411
	Total predictions: 14000	True positives: 1873	False positives: 9880	False negatives:  127	True negatives: 2120

['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'salary']
	Accuracy: 0.30208	Precision: 0.17288	Recall: 0.93450	F1: 0.29178	F2: 0.49678
	Total predictions: 13000	True positives: 1869	False positives: 8942	False negatives:  131	True negatives: 2058

['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'total_payments']
	Accuracy: 0.29223	Precision: 0.16547	Recall: 0.89050	F1: 0.27909	F2: 0.47460
	Total predictions: 13000	True positives: 1781	False positives: 8982	False negatives:  219	True negatives: 2018

['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'exercised_stock_options']
	Accuracy: 0.28150	Precision: 0.15930	Recall: 0.94200	F1: 0.27251	F2: 0.47511
	Total predictions: 14000	True positives: 1884	False positives: 9943	False negatives:  116	True negatives: 2057

['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'from_messages']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'from_messages']
	Accuracy: 0.71323	Precision: 0.17470	Recall: 0.23200	F1: 0.19931	F2: 0.21772
	Total predictions: 13000	True positives:  464	False positives: 2192	False negatives: 1536	True negatives: 8808

['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'other']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'other']
	Accuracy: 0.78038	Precision: 0.03583	Recall: 0.01650	F1: 0.02260	F2: 0.01850
	Total predictions: 13000	True positives:   33	False positives:  888	False negatives: 1967	True negatives: 10112

['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'director_fees']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'director_fees']
	Accuracy: 0.29486	Precision: 0.16226	Recall: 0.94550	F1: 0.27699	F2: 0.48107
	Total predictions: 14000	True positives: 1891	False positives: 9763	False negatives:  109	True negatives: 2237

['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees']
	Accuracy: 0.21146	Precision: 0.15629	Recall: 0.93800	F1: 0.26794	F2: 0.46893
	Total predictions: 13000	True positives: 1876	False positives: 10127	False negatives:  124	True negatives:  873

['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'bonus']
	Accuracy: 0.80692	Precision: 0.30202	Recall: 0.19450	F1: 0.23662	F2: 0.20941
	Total predictions: 13000	True positives:  389	False positives:  899	False negatives: 1611	True negatives: 10101

['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'total_stock_value']
	Accuracy: 0.84343	Precision: 0.42523	Recall: 0.27300	F1: 0.33252	F2: 0.29405
	Total predictions: 14000	True positives:  546	False positives:  738	False negatives: 1454	True negatives: 11262

['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'from_poi_to_this_person']
	Accuracy: 0.75638	Precision: 0.12572	Recall: 0.09800	F1: 0.11014	F2: 0.10252
	Total predictions: 13000	True positives:  196	False positives: 1363	False negatives: 1804	True negatives: 9637

['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'from_this_person_to_poi']
	Accuracy: 0.77169	Precision: 0.06000	Recall: 0.03300	F1: 0.04258	F2: 0.03626
	Total predictions: 13000	True positives:   66	False positives: 1034	False negatives: 1934	True negatives: 9966

['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'restricted_stock']
	Accuracy: 0.80171	Precision: 0.19449	Recall: 0.12350	F1: 0.15107	F2: 0.13323
	Total predictions: 14000	True positives:  247	False positives: 1023	False negatives: 1753	True negatives: 10977

['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'salary']
	Accuracy: 0.78815	Precision: 0.21824	Recall: 0.14600	F1: 0.17496	F2: 0.15635
	Total predictions: 13000	True positives:  292	False positives: 1046	False negatives: 1708	True negatives: 9954

['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'total_payments']
	Accuracy: 0.82171	Precision: 0.16027	Recall: 0.05850	F1: 0.08571	F2: 0.06701
	Total predictions: 14000	True positives:  117	False positives:  613	False negatives: 1883	True negatives: 11387

['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'exercised_stock_options']
	Accuracy: 0.84057	Precision: 0.41570	Recall: 0.28600	F1: 0.33886	F2: 0.30503
	Total predictions: 14000	True positives:  572	False positives:  804	False negatives: 1428	True negatives: 11196

['poi', 'deferral_payments', 'expenses', 'from_messages', 'other']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'from_messages', 'other']
	Accuracy: 0.74977	Precision: 0.12995	Recall: 0.11000	F1: 0.11914	F2: 0.11348
	Total predictions: 13000	True positives:  220	False positives: 1473	False negatives: 1780	True negatives: 9527

['poi', 'deferral_payments', 'expenses', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'from_messages', 'director_fees']
	Accuracy: 0.31271	Precision: 0.15888	Recall: 0.88750	F1: 0.26951	F2: 0.46291
	Total predictions: 14000	True positives: 1775	False positives: 9397	False negatives:  225	True negatives: 2603

['poi', 'deferral_payments', 'expenses', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'from_messages', 'resto_dirfees']
	Accuracy: 0.22962	Precision: 0.15372	Recall: 0.88950	F1: 0.26214	F2: 0.45445
	Total predictions: 13000	True positives: 1779	False positives: 9794	False negatives:  221	True negatives: 1206

['poi', 'deferral_payments', 'expenses', 'from_messages', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'from_messages', 'bonus']
	Accuracy: 0.76723	Precision: 0.21657	Recall: 0.19600	F1: 0.20577	F2: 0.19980
	Total predictions: 13000	True positives:  392	False positives: 1418	False negatives: 1608	True negatives: 9582

['poi', 'deferral_payments', 'expenses', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'from_messages', 'total_stock_value']
	Accuracy: 0.85043	Precision: 0.46160	Recall: 0.28250	F1: 0.35050	F2: 0.30627
	Total predictions: 14000	True positives:  565	False positives:  659	False negatives: 1435	True negatives: 11341

['poi', 'deferral_payments', 'expenses', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.69831	Precision: 0.15432	Recall: 0.21450	F1: 0.17950	F2: 0.19898
	Total predictions: 13000	True positives:  429	False positives: 2351	False negatives: 1571	True negatives: 8649

['poi', 'deferral_payments', 'expenses', 'from_messages', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'from_messages', 'from_this_person_to_poi']
	Accuracy: 0.72385	Precision: 0.10050	Recall: 0.10000	F1: 0.10025	F2: 0.10010
	Total predictions: 13000	True positives:  200	False positives: 1790	False negatives: 1800	True negatives: 9210

['poi', 'deferral_payments', 'expenses', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'from_messages', 'restricted_stock']
	Accuracy: 0.79350	Precision: 0.24293	Recall: 0.21050	F1: 0.22556	F2: 0.21627
	Total predictions: 14000	True positives:  421	False positives: 1312	False negatives: 1579	True negatives: 10688

['poi', 'deferral_payments', 'expenses', 'from_messages', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'from_messages', 'salary']
	Accuracy: 0.75977	Precision: 0.25100	Recall: 0.28300	F1: 0.26604	F2: 0.27596
	Total predictions: 13000	True positives:  566	False positives: 1689	False negatives: 1434	True negatives: 9311

['poi', 'deferral_payments', 'expenses', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'from_messages', 'total_payments']
	Accuracy: 0.82157	Precision: 0.15608	Recall: 0.05650	F1: 0.08297	F2: 0.06476
	Total predictions: 14000	True positives:  113	False positives:  611	False negatives: 1887	True negatives: 11389

['poi', 'deferral_payments', 'expenses', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.84714	Precision: 0.44689	Recall: 0.29450	F1: 0.35503	F2: 0.31605
	Total predictions: 14000	True positives:  589	False positives:  729	False negatives: 1411	True negatives: 11271

['poi', 'deferral_payments', 'expenses', 'other', 'director_fees']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'other', 'director_fees']
	Accuracy: 0.30738	Precision: 0.16806	Recall: 0.88650	F1: 0.28255	F2: 0.47790
	Total predictions: 13000	True positives: 1773	False positives: 8777	False negatives:  227	True negatives: 2223

['poi', 'deferral_payments', 'expenses', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'other', 'resto_dirfees']
	Accuracy: 0.21467	Precision: 0.16187	Recall: 0.88850	F1: 0.27385	F2: 0.46817
	Total predictions: 12000	True positives: 1777	False positives: 9201	False negatives:  223	True negatives:  799

['poi', 'deferral_payments', 'expenses', 'other', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'other', 'bonus']
	Accuracy: 0.79892	Precision: 0.20202	Recall: 0.07000	F1: 0.10397	F2: 0.08052
	Total predictions: 12000	True positives:  140	False positives:  553	False negatives: 1860	True negatives: 9447

['poi', 'deferral_payments', 'expenses', 'other', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'other', 'total_stock_value']
	Accuracy: 0.84886	Precision: 0.44057	Recall: 0.21500	F1: 0.28898	F2: 0.23953
	Total predictions: 14000	True positives:  430	False positives:  546	False negatives: 1570	True negatives: 11454

['poi', 'deferral_payments', 'expenses', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'other', 'from_poi_to_this_person']
	Accuracy: 0.79938	Precision: 0.07542	Recall: 0.02700	F1: 0.03976	F2: 0.03098
	Total predictions: 13000	True positives:   54	False positives:  662	False negatives: 1946	True negatives: 10338

['poi', 'deferral_payments', 'expenses', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'other', 'from_this_person_to_poi']
	Accuracy: 0.78977	Precision: 0.00271	Recall: 0.00100	F1: 0.00146	F2: 0.00114
	Total predictions: 13000	True positives:    2	False positives:  735	False negatives: 1998	True negatives: 10265

['poi', 'deferral_payments', 'expenses', 'other', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'other', 'restricted_stock']
	Accuracy: 0.82107	Precision: 0.15832	Recall: 0.05850	F1: 0.08543	F2: 0.06694
	Total predictions: 14000	True positives:  117	False positives:  622	False negatives: 1883	True negatives: 11378

['poi', 'deferral_payments', 'expenses', 'other', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'other', 'salary']
	Accuracy: 0.79942	Precision: 0.20550	Recall: 0.07100	F1: 0.10554	F2: 0.08169
	Total predictions: 12000	True positives:  142	False positives:  549	False negatives: 1858	True negatives: 9451

['poi', 'deferral_payments', 'expenses', 'other', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'other', 'total_payments']
	Accuracy: 0.80238	Precision: 0.04334	Recall: 0.01350	F1: 0.02059	F2: 0.01566
	Total predictions: 13000	True positives:   27	False positives:  596	False negatives: 1973	True negatives: 10404

['poi', 'deferral_payments', 'expenses', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'other', 'exercised_stock_options']
	Accuracy: 0.85093	Precision: 0.45473	Recall: 0.21850	F1: 0.29517	F2: 0.24383
	Total predictions: 14000	True positives:  437	False positives:  524	False negatives: 1563	True negatives: 11476

['poi', 'deferral_payments', 'expenses', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'director_fees', 'resto_dirfees']
	Accuracy: 0.31317	Precision: 0.18802	Recall: 0.94050	F1: 0.31340	F2: 0.52238
	Total predictions: 12000	True positives: 1881	False positives: 8123	False negatives:  119	True negatives: 1877

['poi', 'deferral_payments', 'expenses', 'director_fees', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'director_fees', 'bonus']
	Accuracy: 0.30146	Precision: 0.17305	Recall: 0.93700	F1: 0.29215	F2: 0.49764
	Total predictions: 13000	True positives: 1874	False positives: 8955	False negatives:  126	True negatives: 2045

['poi', 'deferral_payments', 'expenses', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'director_fees', 'total_stock_value']
	Accuracy: 0.28973	Precision: 0.15206	Recall: 0.94550	F1: 0.26198	F2: 0.46266
	Total predictions: 15000	True positives: 1891	False positives: 10545	False negatives:  109	True negatives: 2455

['poi', 'deferral_payments', 'expenses', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.30292	Precision: 0.17372	Recall: 0.94000	F1: 0.29325	F2: 0.49942
	Total predictions: 13000	True positives: 1880	False positives: 8942	False negatives:  120	True negatives: 2058

['poi', 'deferral_payments', 'expenses', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.30162	Precision: 0.16681	Recall: 0.88600	F1: 0.28076	F2: 0.47576
	Total predictions: 13000	True positives: 1772	False positives: 8851	False negatives:  228	True negatives: 2149

['poi', 'deferral_payments', 'expenses', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'director_fees', 'restricted_stock']
	Accuracy: 0.28864	Precision: 0.15914	Recall: 0.92900	F1: 0.27174	F2: 0.47217
	Total predictions: 14000	True positives: 1858	False positives: 9817	False negatives:  142	True negatives: 2183

['poi', 'deferral_payments', 'expenses', 'director_fees', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'director_fees', 'salary']
	Accuracy: 0.30354	Precision: 0.17288	Recall: 0.93200	F1: 0.29166	F2: 0.49622
	Total predictions: 13000	True positives: 1864	False positives: 8918	False negatives:  136	True negatives: 2082

['poi', 'deferral_payments', 'expenses', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'director_fees', 'total_payments']
	Accuracy: 0.33423	Precision: 0.17400	Recall: 0.88800	F1: 0.29098	F2: 0.48772
	Total predictions: 13000	True positives: 1776	False positives: 8431	False negatives:  224	True negatives: 2569

['poi', 'deferral_payments', 'expenses', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.30200	Precision: 0.16355	Recall: 0.94450	F1: 0.27882	F2: 0.48312
	Total predictions: 14000	True positives: 1889	False positives: 9661	False negatives:  111	True negatives: 2339

['poi', 'deferral_payments', 'expenses', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'resto_dirfees', 'bonus']
	Accuracy: 0.22333	Precision: 0.17015	Recall: 0.94400	F1: 0.28833	F2: 0.49434
	Total predictions: 12000	True positives: 1888	False positives: 9208	False negatives:  112	True negatives:  792

['poi', 'deferral_payments', 'expenses', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.20771	Precision: 0.14595	Recall: 0.93700	F1: 0.25256	F2: 0.44962
	Total predictions: 14000	True positives: 1874	False positives: 10966	False negatives:  126	True negatives: 1034

['poi', 'deferral_payments', 'expenses', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.21354	Precision: 0.15745	Recall: 0.94500	F1: 0.26992	F2: 0.47241
	Total predictions: 13000	True positives: 1890	False positives: 10114	False negatives:  110	True negatives:  886

['poi', 'deferral_payments', 'expenses', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.21077	Precision: 0.14875	Recall: 0.87450	F1: 0.25425	F2: 0.44261
	Total predictions: 13000	True positives: 1749	False positives: 10009	False negatives:  251	True negatives:  991

['poi', 'deferral_payments', 'expenses', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.20314	Precision: 0.14517	Recall: 0.93650	F1: 0.25138	F2: 0.44804
	Total predictions: 14000	True positives: 1873	False positives: 11029	False negatives:  127	True negatives:  971

['poi', 'deferral_payments', 'expenses', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'resto_dirfees', 'salary']
	Accuracy: 0.22508	Precision: 0.16952	Recall: 0.93600	F1: 0.28705	F2: 0.49152
	Total predictions: 12000	True positives: 1872	False positives: 9171	False negatives:  128	True negatives:  829

['poi', 'deferral_payments', 'expenses', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'resto_dirfees', 'total_payments']
	Accuracy: 0.22815	Precision: 0.14769	Recall: 0.84200	F1: 0.25131	F2: 0.43398
	Total predictions: 13000	True positives: 1684	False positives: 9718	False negatives:  316	True negatives: 1282

['poi', 'deferral_payments', 'expenses', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.20721	Precision: 0.14648	Recall: 0.94250	F1: 0.25355	F2: 0.45163
	Total predictions: 14000	True positives: 1885	False positives: 10984	False negatives:  115	True negatives: 1016

['poi', 'deferral_payments', 'expenses', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'bonus', 'total_stock_value']
	Accuracy: 0.85657	Precision: 0.49653	Recall: 0.28600	F1: 0.36294	F2: 0.31250
	Total predictions: 14000	True positives:  572	False positives:  580	False negatives: 1428	True negatives: 11420

['poi', 'deferral_payments', 'expenses', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.81215	Precision: 0.32895	Recall: 0.21250	F1: 0.25820	F2: 0.22869
	Total predictions: 13000	True positives:  425	False positives:  867	False negatives: 1575	True negatives: 10133

['poi', 'deferral_payments', 'expenses', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.80569	Precision: 0.24663	Recall: 0.12800	F1: 0.16853	F2: 0.14162
	Total predictions: 13000	True positives:  256	False positives:  782	False negatives: 1744	True negatives: 10218

['poi', 'deferral_payments', 'expenses', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'bonus', 'restricted_stock']
	Accuracy: 0.83721	Precision: 0.36092	Recall: 0.18100	F1: 0.24109	F2: 0.20104
	Total predictions: 14000	True positives:  362	False positives:  641	False negatives: 1638	True negatives: 11359

['poi', 'deferral_payments', 'expenses', 'bonus', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'bonus', 'salary']
	Accuracy: 0.81325	Precision: 0.37938	Recall: 0.18950	F1: 0.25275	F2: 0.21058
	Total predictions: 12000	True positives:  379	False positives:  620	False negatives: 1621	True negatives: 9380

['poi', 'deferral_payments', 'expenses', 'bonus', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'bonus', 'total_payments']
	Accuracy: 0.82292	Precision: 0.25246	Recall: 0.07700	F1: 0.11801	F2: 0.08943
	Total predictions: 13000	True positives:  154	False positives:  456	False negatives: 1846	True negatives: 10544

['poi', 'deferral_payments', 'expenses', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'bonus', 'exercised_stock_options']
	Accuracy: 0.85429	Precision: 0.48261	Recall: 0.27750	F1: 0.35238	F2: 0.30328
	Total predictions: 14000	True positives:  555	False positives:  595	False negatives: 1445	True negatives: 11405

['poi', 'deferral_payments', 'expenses', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.87093	Precision: 0.60593	Recall: 0.27600	F1: 0.37925	F2: 0.30973
	Total predictions: 14000	True positives:  552	False positives:  359	False negatives: 1448	True negatives: 11641

['poi', 'deferral_payments', 'expenses', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.87150	Precision: 0.60772	Recall: 0.28350	F1: 0.38663	F2: 0.31736
	Total predictions: 14000	True positives:  567	False positives:  366	False negatives: 1433	True negatives: 11634

['poi', 'deferral_payments', 'expenses', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.86993	Precision: 0.59956	Recall: 0.26950	F1: 0.37185	F2: 0.30284
	Total predictions: 14000	True positives:  539	False positives:  360	False negatives: 1461	True negatives: 11640

['poi', 'deferral_payments', 'expenses', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'total_stock_value', 'salary']
	Accuracy: 0.85443	Precision: 0.48345	Recall: 0.27750	F1: 0.35260	F2: 0.30334
	Total predictions: 14000	True positives:  555	False positives:  593	False negatives: 1445	True negatives: 11407

['poi', 'deferral_payments', 'expenses', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'total_stock_value', 'total_payments']
	Accuracy: 0.85373	Precision: 0.39637	Recall: 0.18550	F1: 0.25272	F2: 0.20759
	Total predictions: 15000	True positives:  371	False positives:  565	False negatives: 1629	True negatives: 12435

['poi', 'deferral_payments', 'expenses', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.85714	Precision: 0.50000	Recall: 0.27550	F1: 0.35525	F2: 0.30268
	Total predictions: 14000	True positives:  551	False positives:  551	False negatives: 1449	True negatives: 11449

['poi', 'deferral_payments', 'expenses', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.77915	Precision: 0.07677	Recall: 0.03950	F1: 0.05216	F2: 0.04375
	Total predictions: 13000	True positives:   79	False positives:  950	False negatives: 1921	True negatives: 10050

['poi', 'deferral_payments', 'expenses', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.82400	Precision: 0.25783	Recall: 0.12350	F1: 0.16700	F2: 0.13787
	Total predictions: 14000	True positives:  247	False positives:  711	False negatives: 1753	True negatives: 11289

['poi', 'deferral_payments', 'expenses', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.79915	Precision: 0.24605	Recall: 0.14800	F1: 0.18483	F2: 0.16082
	Total predictions: 13000	True positives:  296	False positives:  907	False negatives: 1704	True negatives: 10093

['poi', 'deferral_payments', 'expenses', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.82146	Precision: 0.09975	Recall: 0.02000	F1: 0.03332	F2: 0.02381
	Total predictions: 13000	True positives:   40	False positives:  361	False negatives: 1960	True negatives: 10639

['poi', 'deferral_payments', 'expenses', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.86300	Precision: 0.53883	Recall: 0.28450	F1: 0.37238	F2: 0.31416
	Total predictions: 14000	True positives:  569	False positives:  487	False negatives: 1431	True negatives: 11513

['poi', 'deferral_payments', 'expenses', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.82721	Precision: 0.25207	Recall: 0.10650	F1: 0.14974	F2: 0.12041
	Total predictions: 14000	True positives:  213	False positives:  632	False negatives: 1787	True negatives: 11368

['poi', 'deferral_payments', 'expenses', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.80131	Precision: 0.22984	Recall: 0.12400	F1: 0.16109	F2: 0.13658
	Total predictions: 13000	True positives:  248	False positives:  831	False negatives: 1752	True negatives: 10169

['poi', 'deferral_payments', 'expenses', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.82577	Precision: 0.12676	Recall: 0.02250	F1: 0.03822	F2: 0.02693
	Total predictions: 13000	True positives:   45	False positives:  310	False negatives: 1955	True negatives: 10690

['poi', 'deferral_payments', 'expenses', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.86500	Precision: 0.55522	Recall: 0.27650	F1: 0.36916	F2: 0.30736
	Total predictions: 14000	True positives:  553	False positives:  443	False negatives: 1447	True negatives: 11557

['poi', 'deferral_payments', 'expenses', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'restricted_stock', 'salary']
	Accuracy: 0.82857	Precision: 0.29167	Recall: 0.14000	F1: 0.18919	F2: 0.15625
	Total predictions: 14000	True positives:  280	False positives:  680	False negatives: 1720	True negatives: 11320

['poi', 'deferral_payments', 'expenses', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'restricted_stock', 'total_payments']
	Accuracy: 0.82900	Precision: 0.20331	Recall: 0.06750	F1: 0.10135	F2: 0.07791
	Total predictions: 14000	True positives:  135	False positives:  529	False negatives: 1865	True negatives: 11471

['poi', 'deferral_payments', 'expenses', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.85843	Precision: 0.50847	Recall: 0.27000	F1: 0.35271	F2: 0.29795
	Total predictions: 14000	True positives:  540	False positives:  522	False negatives: 1460	True negatives: 11478

['poi', 'deferral_payments', 'expenses', 'salary', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'salary', 'total_payments']
	Accuracy: 0.82169	Precision: 0.21708	Recall: 0.06100	F1: 0.09524	F2: 0.07125
	Total predictions: 13000	True positives:  122	False positives:  440	False negatives: 1878	True negatives: 10560

['poi', 'deferral_payments', 'expenses', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'salary', 'exercised_stock_options']
	Accuracy: 0.85771	Precision: 0.50375	Recall: 0.26900	F1: 0.35072	F2: 0.29665
	Total predictions: 14000	True positives:  538	False positives:  530	False negatives: 1462	True negatives: 11470

['poi', 'deferral_payments', 'expenses', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'expenses', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84593	Precision: 0.41209	Recall: 0.18400	F1: 0.25441	F2: 0.20690
	Total predictions: 14000	True positives:  368	False positives:  525	False negatives: 1632	True negatives: 11475

['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred']
	Accuracy: 0.35109	Precision: 0.21225	Recall: 0.94750	F1: 0.34682	F2: 0.55972
	Total predictions: 11000	True positives: 1895	False positives: 7033	False negatives:  105	True negatives: 1967

['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi']
	Accuracy: 0.82454	Precision: 0.39767	Recall: 0.27300	F1: 0.32375	F2: 0.29126
	Total predictions: 13000	True positives:  546	False positives:  827	False negatives: 1454	True negatives: 10173

['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'from_messages']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'from_messages']
	Accuracy: 0.81515	Precision: 0.37554	Recall: 0.30400	F1: 0.33600	F2: 0.31604
	Total predictions: 13000	True positives:  608	False positives: 1011	False negatives: 1392	True negatives: 9989

['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'other']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'other']
	Accuracy: 0.81825	Precision: 0.39610	Recall: 0.17250	F1: 0.24033	F2: 0.19445
	Total predictions: 12000	True positives:  345	False positives:  526	False negatives: 1655	True negatives: 9474

['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'director_fees']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'director_fees']
	Accuracy: 0.35264	Precision: 0.21038	Recall: 0.93000	F1: 0.34314	F2: 0.55222
	Total predictions: 11000	True positives: 1860	False positives: 6981	False negatives:  140	True negatives: 2019

['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'resto_dirfees']
	Accuracy: 0.24436	Precision: 0.18734	Recall: 0.94550	F1: 0.31272	F2: 0.52255
	Total predictions: 11000	True positives: 1891	False positives: 8203	False negatives:  109	True negatives:  797

['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'bonus']
	Accuracy: 0.83600	Precision: 0.51356	Recall: 0.30300	F1: 0.38113	F2: 0.33007
	Total predictions: 12000	True positives:  606	False positives:  574	False negatives: 1394	True negatives: 9426

['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'total_stock_value']
	Accuracy: 0.85686	Precision: 0.49852	Recall: 0.33750	F1: 0.40250	F2: 0.36081
	Total predictions: 14000	True positives:  675	False positives:  679	False negatives: 1325	True negatives: 11321

['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person']
	Accuracy: 0.83200	Precision: 0.41958	Recall: 0.24000	F1: 0.30534	F2: 0.26247
	Total predictions: 13000	True positives:  480	False positives:  664	False negatives: 1520	True negatives: 10336

['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'from_this_person_to_poi']
	Accuracy: 0.80817	Precision: 0.36298	Recall: 0.20000	F1: 0.25790	F2: 0.21973
	Total predictions: 12000	True positives:  400	False positives:  702	False negatives: 1600	True negatives: 9298

['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'restricted_stock']
	Accuracy: 0.83557	Precision: 0.39152	Recall: 0.27250	F1: 0.32134	F2: 0.29014
	Total predictions: 14000	True positives:  545	False positives:  847	False negatives: 1455	True negatives: 11153

['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'salary']
	Accuracy: 0.82883	Precision: 0.47720	Recall: 0.28250	F1: 0.35490	F2: 0.30760
	Total predictions: 12000	True positives:  565	False positives:  619	False negatives: 1435	True negatives: 9381

['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'total_payments']
	Accuracy: 0.82869	Precision: 0.36969	Recall: 0.16100	F1: 0.22431	F2: 0.18149
	Total predictions: 13000	True positives:  322	False positives:  549	False negatives: 1678	True negatives: 10451

['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'exercised_stock_options']
	Accuracy: 0.84554	Precision: 0.49705	Recall: 0.33650	F1: 0.40131	F2: 0.35974
	Total predictions: 13000	True positives:  673	False positives:  681	False negatives: 1327	True negatives: 10319

['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi']
	Accuracy: 0.30054	Precision: 0.17346	Recall: 0.94200	F1: 0.29298	F2: 0.49944
	Total predictions: 13000	True positives: 1884	False positives: 8977	False negatives:  116	True negatives: 2023

['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'from_messages']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'from_messages']
	Accuracy: 0.31369	Precision: 0.16880	Recall: 0.88200	F1: 0.28337	F2: 0.47805
	Total predictions: 13000	True positives: 1764	False positives: 8686	False negatives:  236	True negatives: 2314

['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'other']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'other']
	Accuracy: 0.31017	Precision: 0.18054	Recall: 0.88700	F1: 0.30002	F2: 0.49759
	Total predictions: 12000	True positives: 1774	False positives: 8052	False negatives:  226	True negatives: 1948

['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'director_fees']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'director_fees']
	Accuracy: 0.52275	Precision: 0.19686	Recall: 0.91500	F1: 0.32401	F2: 0.52902
	Total predictions: 8000	True positives:  915	False positives: 3733	False negatives:   85	True negatives: 3267

['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees']
	Accuracy: 0.36612	Precision: 0.15459	Recall: 0.91100	F1: 0.26433	F2: 0.46043
	Total predictions: 8000	True positives:  911	False positives: 4982	False negatives:   89	True negatives: 2018

['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'bonus']
	Accuracy: 0.32325	Precision: 0.18970	Recall: 0.93550	F1: 0.31543	F2: 0.52371
	Total predictions: 12000	True positives: 1871	False positives: 7992	False negatives:  129	True negatives: 2008

['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'total_stock_value']
	Accuracy: 0.27821	Precision: 0.15862	Recall: 0.94150	F1: 0.27150	F2: 0.47381
	Total predictions: 14000	True positives: 1883	False positives: 9988	False negatives:  117	True negatives: 2012

['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'from_poi_to_this_person']
	Accuracy: 0.31683	Precision: 0.18716	Recall: 0.92700	F1: 0.31144	F2: 0.51770
	Total predictions: 12000	True positives: 1854	False positives: 8052	False negatives:  146	True negatives: 1948

['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'from_this_person_to_poi']
	Accuracy: 0.31958	Precision: 0.18159	Recall: 0.87900	F1: 0.30100	F2: 0.49714
	Total predictions: 12000	True positives: 1758	False positives: 7923	False negatives:  242	True negatives: 2077

['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'restricted_stock']
	Accuracy: 0.28350	Precision: 0.16042	Recall: 0.94850	F1: 0.27443	F2: 0.47844
	Total predictions: 14000	True positives: 1897	False positives: 9928	False negatives:  103	True negatives: 2072

['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'salary']
	Accuracy: 0.30346	Precision: 0.17311	Recall: 0.93400	F1: 0.29208	F2: 0.49705
	Total predictions: 13000	True positives: 1868	False positives: 8923	False negatives:  132	True negatives: 2077

['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'total_payments']
	Accuracy: 0.28800	Precision: 0.16451	Recall: 0.88950	F1: 0.27767	F2: 0.47279
	Total predictions: 13000	True positives: 1779	False positives: 9035	False negatives:  221	True negatives: 1965

['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'exercised_stock_options']
	Accuracy: 0.29992	Precision: 0.17334	Recall: 0.94200	F1: 0.29280	F2: 0.49923
	Total predictions: 13000	True positives: 1884	False positives: 8985	False negatives:  116	True negatives: 2015

['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'from_messages']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'from_messages']
	Accuracy: 0.78608	Precision: 0.31839	Recall: 0.24850	F1: 0.27914	F2: 0.25991
	Total predictions: 12000	True positives:  497	False positives: 1064	False negatives: 1503	True negatives: 8936

['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'other']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'other']
	Accuracy: 0.82457	Precision: 0.26299	Recall: 0.12650	F1: 0.17083	F2: 0.14115
	Total predictions: 14000	True positives:  253	False positives:  709	False negatives: 1747	True negatives: 11291

['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'director_fees']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'director_fees']
	Accuracy: 0.29738	Precision: 0.17317	Recall: 0.94500	F1: 0.29271	F2: 0.49963
	Total predictions: 13000	True positives: 1890	False positives: 9024	False negatives:  110	True negatives: 1976

['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees']
	Accuracy: 0.21450	Precision: 0.16640	Recall: 0.92600	F1: 0.28210	F2: 0.48406
	Total predictions: 12000	True positives: 1852	False positives: 9278	False negatives:  148	True negatives:  722

['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'bonus']
	Accuracy: 0.83185	Precision: 0.42813	Recall: 0.27700	F1: 0.33637	F2: 0.29804
	Total predictions: 13000	True positives:  554	False positives:  740	False negatives: 1446	True negatives: 10260

['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value']
	Accuracy: 0.84171	Precision: 0.42384	Recall: 0.30050	F1: 0.35167	F2: 0.31907
	Total predictions: 14000	True positives:  601	False positives:  817	False negatives: 1399	True negatives: 11183

['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'from_poi_to_this_person']
	Accuracy: 0.78042	Precision: 0.26002	Recall: 0.17200	F1: 0.20704	F2: 0.18449
	Total predictions: 12000	True positives:  344	False positives:  979	False negatives: 1656	True negatives: 9021

['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'from_this_person_to_poi']
	Accuracy: 0.79225	Precision: 0.27027	Recall: 0.14500	F1: 0.18874	F2: 0.15981
	Total predictions: 12000	True positives:  290	False positives:  783	False negatives: 1710	True negatives: 9217

['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'restricted_stock']
	Accuracy: 0.82636	Precision: 0.33537	Recall: 0.21950	F1: 0.26534	F2: 0.23579
	Total predictions: 14000	True positives:  439	False positives:  870	False negatives: 1561	True negatives: 11130

['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'salary']
	Accuracy: 0.83271	Precision: 0.38430	Recall: 0.28400	F1: 0.32662	F2: 0.29964
	Total predictions: 14000	True positives:  568	False positives:  910	False negatives: 1432	True negatives: 11090

['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'total_payments']
	Accuracy: 0.83750	Precision: 0.32962	Recall: 0.13300	F1: 0.18953	F2: 0.15102
	Total predictions: 14000	True positives:  266	False positives:  541	False negatives: 1734	True negatives: 11459

['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'exercised_stock_options']
	Accuracy: 0.86043	Precision: 0.51817	Recall: 0.32800	F1: 0.40171	F2: 0.35398
	Total predictions: 14000	True positives:  656	False positives:  610	False negatives: 1344	True negatives: 11390

['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'other']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'other']
	Accuracy: 0.83693	Precision: 0.35750	Recall: 0.17750	F1: 0.23722	F2: 0.19738
	Total predictions: 14000	True positives:  355	False positives:  638	False negatives: 1645	True negatives: 11362

['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'director_fees']
	Accuracy: 0.31977	Precision: 0.17022	Recall: 0.88300	F1: 0.28541	F2: 0.48054
	Total predictions: 13000	True positives: 1766	False positives: 8609	False negatives:  234	True negatives: 2391

['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'resto_dirfees']
	Accuracy: 0.22975	Precision: 0.16202	Recall: 0.86800	F1: 0.27306	F2: 0.46380
	Total predictions: 12000	True positives: 1736	False positives: 8979	False negatives:  264	True negatives: 1021

['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'bonus']
	Accuracy: 0.83892	Precision: 0.46396	Recall: 0.30250	F1: 0.36622	F2: 0.32513
	Total predictions: 13000	True positives:  605	False positives:  699	False negatives: 1395	True negatives: 10301

['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'total_stock_value']
	Accuracy: 0.86036	Precision: 0.51629	Recall: 0.35650	F1: 0.42177	F2: 0.38002
	Total predictions: 14000	True positives:  713	False positives:  668	False negatives: 1287	True negatives: 11332

['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.75633	Precision: 0.26161	Recall: 0.25350	F1: 0.25749	F2: 0.25508
	Total predictions: 12000	True positives:  507	False positives: 1431	False negatives: 1493	True negatives: 8569

['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'from_this_person_to_poi']
	Accuracy: 0.75192	Precision: 0.24194	Recall: 0.22900	F1: 0.23529	F2: 0.23148
	Total predictions: 12000	True positives:  458	False positives: 1435	False negatives: 1542	True negatives: 8565

['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'restricted_stock']
	Accuracy: 0.83971	Precision: 0.40586	Recall: 0.26300	F1: 0.31917	F2: 0.28292
	Total predictions: 14000	True positives:  526	False positives:  770	False negatives: 1474	True negatives: 11230

['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'salary']
	Accuracy: 0.83414	Precision: 0.39267	Recall: 0.29450	F1: 0.33657	F2: 0.31000
	Total predictions: 14000	True positives:  589	False positives:  911	False negatives: 1411	True negatives: 11089

['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'total_payments']
	Accuracy: 0.84379	Precision: 0.37967	Recall: 0.14750	F1: 0.21246	F2: 0.16805
	Total predictions: 14000	True positives:  295	False positives:  482	False negatives: 1705	True negatives: 11518

['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.86429	Precision: 0.53439	Recall: 0.38850	F1: 0.44991	F2: 0.41094
	Total predictions: 14000	True positives:  777	False positives:  677	False negatives: 1223	True negatives: 11323

['poi', 'deferral_payments', 'deferred_income', 'other', 'director_fees']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'other', 'director_fees']
	Accuracy: 0.31867	Precision: 0.18073	Recall: 0.87400	F1: 0.29952	F2: 0.49457
	Total predictions: 12000	True positives: 1748	False positives: 7924	False negatives:  252	True negatives: 2076

['poi', 'deferral_payments', 'deferred_income', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'other', 'resto_dirfees']
	Accuracy: 0.21267	Precision: 0.16084	Recall: 0.88300	F1: 0.27211	F2: 0.46523
	Total predictions: 12000	True positives: 1766	False positives: 9214	False negatives:  234	True negatives:  786

['poi', 'deferral_payments', 'deferred_income', 'other', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'other', 'bonus']
	Accuracy: 0.81783	Precision: 0.40373	Recall: 0.19500	F1: 0.26298	F2: 0.21749
	Total predictions: 12000	True positives:  390	False positives:  576	False negatives: 1610	True negatives: 9424

['poi', 'deferral_payments', 'deferred_income', 'other', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'other', 'total_stock_value']
	Accuracy: 0.84814	Precision: 0.44177	Recall: 0.23900	F1: 0.31019	F2: 0.26316
	Total predictions: 14000	True positives:  478	False positives:  604	False negatives: 1522	True negatives: 11396

['poi', 'deferral_payments', 'deferred_income', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'other', 'from_poi_to_this_person']
	Accuracy: 0.82200	Precision: 0.31787	Recall: 0.13700	F1: 0.19147	F2: 0.15459
	Total predictions: 13000	True positives:  274	False positives:  588	False negatives: 1726	True negatives: 10412

['poi', 'deferral_payments', 'deferred_income', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'other', 'from_this_person_to_poi']
	Accuracy: 0.80331	Precision: 0.20899	Recall: 0.10000	F1: 0.13527	F2: 0.11164
	Total predictions: 13000	True positives:  200	False positives:  757	False negatives: 1800	True negatives: 10243

['poi', 'deferral_payments', 'deferred_income', 'other', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'other', 'restricted_stock']
	Accuracy: 0.83514	Precision: 0.35164	Recall: 0.18250	F1: 0.24029	F2: 0.20193
	Total predictions: 14000	True positives:  365	False positives:  673	False negatives: 1635	True negatives: 11327

['poi', 'deferral_payments', 'deferred_income', 'other', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'other', 'salary']
	Accuracy: 0.81775	Precision: 0.39576	Recall: 0.17750	F1: 0.24508	F2: 0.19951
	Total predictions: 12000	True positives:  355	False positives:  542	False negatives: 1645	True negatives: 9458

['poi', 'deferral_payments', 'deferred_income', 'other', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'other', 'total_payments']
	Accuracy: 0.81685	Precision: 0.24901	Recall: 0.09450	F1: 0.13701	F2: 0.10789
	Total predictions: 13000	True positives:  189	False positives:  570	False negatives: 1811	True negatives: 10430

['poi', 'deferral_payments', 'deferred_income', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'other', 'exercised_stock_options']
	Accuracy: 0.85314	Precision: 0.47143	Recall: 0.23100	F1: 0.31007	F2: 0.25724
	Total predictions: 14000	True positives:  462	False positives:  518	False negatives: 1538	True negatives: 11482

['poi', 'deferral_payments', 'deferred_income', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'director_fees', 'resto_dirfees']
	Accuracy: 0.36350	Precision: 0.15439	Recall: 0.91400	F1: 0.26416	F2: 0.46069
	Total predictions: 8000	True positives:  914	False positives: 5006	False negatives:   86	True negatives: 1994

['poi', 'deferral_payments', 'deferred_income', 'director_fees', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'director_fees', 'bonus']
	Accuracy: 0.32383	Precision: 0.18977	Recall: 0.93500	F1: 0.31551	F2: 0.52369
	Total predictions: 12000	True positives: 1870	False positives: 7984	False negatives:  130	True negatives: 2016

['poi', 'deferral_payments', 'deferred_income', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'director_fees', 'total_stock_value']
	Accuracy: 0.29007	Precision: 0.16076	Recall: 0.94050	F1: 0.27458	F2: 0.47739
	Total predictions: 14000	True positives: 1881	False positives: 9820	False negatives:  119	True negatives: 2180

['poi', 'deferral_payments', 'deferred_income', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.31917	Precision: 0.18826	Recall: 0.93150	F1: 0.31321	F2: 0.52051
	Total predictions: 12000	True positives: 1863	False positives: 8033	False negatives:  137	True negatives: 1967

['poi', 'deferral_payments', 'deferred_income', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.31658	Precision: 0.18112	Recall: 0.88050	F1: 0.30044	F2: 0.49681
	Total predictions: 12000	True positives: 1761	False positives: 7962	False negatives:  239	True negatives: 2038

['poi', 'deferral_payments', 'deferred_income', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'director_fees', 'restricted_stock']
	Accuracy: 0.28736	Precision: 0.15931	Recall: 0.93250	F1: 0.27212	F2: 0.47318
	Total predictions: 14000	True positives: 1865	False positives: 9842	False negatives:  135	True negatives: 2158

['poi', 'deferral_payments', 'deferred_income', 'director_fees', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'director_fees', 'salary']
	Accuracy: 0.30423	Precision: 0.17393	Recall: 0.93950	F1: 0.29352	F2: 0.49965
	Total predictions: 13000	True positives: 1879	False positives: 8924	False negatives:  121	True negatives: 2076

['poi', 'deferral_payments', 'deferred_income', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'director_fees', 'total_payments']
	Accuracy: 0.34985	Precision: 0.17142	Recall: 0.84150	F1: 0.28482	F2: 0.47228
	Total predictions: 13000	True positives: 1683	False positives: 8135	False negatives:  317	True negatives: 2865

['poi', 'deferral_payments', 'deferred_income', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.31269	Precision: 0.17554	Recall: 0.93800	F1: 0.29574	F2: 0.50195
	Total predictions: 13000	True positives: 1876	False positives: 8811	False negatives:  124	True negatives: 2189

['poi', 'deferral_payments', 'deferred_income', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'resto_dirfees', 'bonus']
	Accuracy: 0.22217	Precision: 0.17023	Recall: 0.94650	F1: 0.28857	F2: 0.49503
	Total predictions: 12000	True positives: 1893	False positives: 9227	False negatives:  107	True negatives:  773

['poi', 'deferral_payments', 'deferred_income', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.21593	Precision: 0.14335	Recall: 0.90200	F1: 0.24738	F2: 0.43818
	Total predictions: 14000	True positives: 1804	False positives: 10781	False negatives:  196	True negatives: 1219

['poi', 'deferral_payments', 'deferred_income', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.22100	Precision: 0.16847	Recall: 0.93350	F1: 0.28543	F2: 0.48920
	Total predictions: 12000	True positives: 1867	False positives: 9215	False negatives:  133	True negatives:  785

['poi', 'deferral_payments', 'deferred_income', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.21442	Precision: 0.15903	Recall: 0.86600	F1: 0.26871	F2: 0.45842
	Total predictions: 12000	True positives: 1732	False positives: 9159	False negatives:  268	True negatives:  841

['poi', 'deferral_payments', 'deferred_income', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.19214	Precision: 0.14476	Recall: 0.94850	F1: 0.25119	F2: 0.44944
	Total predictions: 14000	True positives: 1897	False positives: 11207	False negatives:  103	True negatives:  793

['poi', 'deferral_payments', 'deferred_income', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'resto_dirfees', 'salary']
	Accuracy: 0.21625	Precision: 0.16791	Recall: 0.93600	F1: 0.28474	F2: 0.48880
	Total predictions: 12000	True positives: 1872	False positives: 9277	False negatives:  128	True negatives:  723

['poi', 'deferral_payments', 'deferred_income', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'resto_dirfees', 'total_payments']
	Accuracy: 0.24546	Precision: 0.14853	Recall: 0.82500	F1: 0.25174	F2: 0.43173
	Total predictions: 13000	True positives: 1650	False positives: 9459	False negatives:  350	True negatives: 1541

['poi', 'deferral_payments', 'deferred_income', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.21808	Precision: 0.15546	Recall: 0.92100	F1: 0.26601	F2: 0.46400
	Total predictions: 13000	True positives: 1842	False positives: 10007	False negatives:  158	True negatives:  993

['poi', 'deferral_payments', 'deferred_income', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'bonus', 'total_stock_value']
	Accuracy: 0.84657	Precision: 0.44591	Recall: 0.30500	F1: 0.36223	F2: 0.32558
	Total predictions: 14000	True positives:  610	False positives:  758	False negatives: 1390	True negatives: 11242

['poi', 'deferral_payments', 'deferred_income', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.84138	Precision: 0.47145	Recall: 0.25600	F1: 0.33182	F2: 0.28175
	Total predictions: 13000	True positives:  512	False positives:  574	False negatives: 1488	True negatives: 10426

['poi', 'deferral_payments', 'deferred_income', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.83592	Precision: 0.44131	Recall: 0.25000	F1: 0.31918	F2: 0.27373
	Total predictions: 13000	True positives:  500	False positives:  633	False negatives: 1500	True negatives: 10367

['poi', 'deferral_payments', 'deferred_income', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'bonus', 'restricted_stock']
	Accuracy: 0.84114	Precision: 0.40667	Recall: 0.24400	F1: 0.30500	F2: 0.26522
	Total predictions: 14000	True positives:  488	False positives:  712	False negatives: 1512	True negatives: 11288

['poi', 'deferral_payments', 'deferred_income', 'bonus', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'bonus', 'salary']
	Accuracy: 0.83050	Precision: 0.48569	Recall: 0.28850	F1: 0.36198	F2: 0.31400
	Total predictions: 12000	True positives:  577	False positives:  611	False negatives: 1423	True negatives: 9389

['poi', 'deferral_payments', 'deferred_income', 'bonus', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'bonus', 'total_payments']
	Accuracy: 0.83669	Precision: 0.41789	Recall: 0.15650	F1: 0.22772	F2: 0.17888
	Total predictions: 13000	True positives:  313	False positives:  436	False negatives: 1687	True negatives: 10564

['poi', 'deferral_payments', 'deferred_income', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'bonus', 'exercised_stock_options']
	Accuracy: 0.85379	Precision: 0.48085	Recall: 0.29500	F1: 0.36566	F2: 0.31971
	Total predictions: 14000	True positives:  590	False positives:  637	False negatives: 1410	True negatives: 11363

['poi', 'deferral_payments', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.85700	Precision: 0.49921	Recall: 0.31450	F1: 0.38589	F2: 0.33963
	Total predictions: 14000	True positives:  629	False positives:  631	False negatives: 1371	True negatives: 11369

['poi', 'deferral_payments', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.85700	Precision: 0.49919	Recall: 0.31000	F1: 0.38248	F2: 0.33543
	Total predictions: 14000	True positives:  620	False positives:  622	False negatives: 1380	True negatives: 11378

['poi', 'deferral_payments', 'deferred_income', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.86186	Precision: 0.52508	Recall: 0.34550	F1: 0.41677	F2: 0.37087
	Total predictions: 14000	True positives:  691	False positives:  625	False negatives: 1309	True negatives: 11375

['poi', 'deferral_payments', 'deferred_income', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'total_stock_value', 'salary']
	Accuracy: 0.85479	Precision: 0.48702	Recall: 0.30950	F1: 0.37848	F2: 0.33384
	Total predictions: 14000	True positives:  619	False positives:  652	False negatives: 1381	True negatives: 11348

['poi', 'deferral_payments', 'deferred_income', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'total_stock_value', 'total_payments']
	Accuracy: 0.85067	Precision: 0.40000	Recall: 0.24000	F1: 0.30000	F2: 0.26087
	Total predictions: 15000	True positives:  480	False positives:  720	False negatives: 1520	True negatives: 12280

['poi', 'deferral_payments', 'deferred_income', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.85279	Precision: 0.47801	Recall: 0.33150	F1: 0.39150	F2: 0.35315
	Total predictions: 14000	True positives:  663	False positives:  724	False negatives: 1337	True negatives: 11276

['poi', 'deferral_payments', 'deferred_income', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.80042	Precision: 0.29660	Recall: 0.14400	F1: 0.19387	F2: 0.16052
	Total predictions: 12000	True positives:  288	False positives:  683	False negatives: 1712	True negatives: 9317

['poi', 'deferral_payments', 'deferred_income', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.84321	Precision: 0.40845	Recall: 0.21750	F1: 0.28385	F2: 0.23993
	Total predictions: 14000	True positives:  435	False positives:  630	False negatives: 1565	True negatives: 11370

['poi', 'deferral_payments', 'deferred_income', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.83831	Precision: 0.45663	Recall: 0.26850	F1: 0.33816	F2: 0.29261
	Total predictions: 13000	True positives:  537	False positives:  639	False negatives: 1463	True negatives: 10361

['poi', 'deferral_payments', 'deferred_income', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.84657	Precision: 0.39577	Recall: 0.14050	F1: 0.20738	F2: 0.16131
	Total predictions: 14000	True positives:  281	False positives:  429	False negatives: 1719	True negatives: 11571

['poi', 'deferral_payments', 'deferred_income', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.86236	Precision: 0.52980	Recall: 0.32450	F1: 0.40248	F2: 0.35176
	Total predictions: 14000	True positives:  649	False positives:  576	False negatives: 1351	True negatives: 11424

['poi', 'deferral_payments', 'deferred_income', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.83193	Precision: 0.34531	Recall: 0.19700	F1: 0.25088	F2: 0.21551
	Total predictions: 14000	True positives:  394	False positives:  747	False negatives: 1606	True negatives: 11253

['poi', 'deferral_payments', 'deferred_income', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.83054	Precision: 0.41886	Recall: 0.26200	F1: 0.32236	F2: 0.28321
	Total predictions: 13000	True positives:  524	False positives:  727	False negatives: 1476	True negatives: 10273

['poi', 'deferral_payments', 'deferred_income', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.84264	Precision: 0.36153	Recall: 0.13250	F1: 0.19393	F2: 0.15172
	Total predictions: 14000	True positives:  265	False positives:  468	False negatives: 1735	True negatives: 11532

['poi', 'deferral_payments', 'deferred_income', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.86514	Precision: 0.54746	Recall: 0.32300	F1: 0.40629	F2: 0.35185
	Total predictions: 14000	True positives:  646	False positives:  534	False negatives: 1354	True negatives: 11466

['poi', 'deferral_payments', 'deferred_income', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'restricted_stock', 'salary']
	Accuracy: 0.84871	Precision: 0.45156	Recall: 0.27500	F1: 0.34183	F2: 0.29833
	Total predictions: 14000	True positives:  550	False positives:  668	False negatives: 1450	True negatives: 11332

['poi', 'deferral_payments', 'deferred_income', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'restricted_stock', 'total_payments']
	Accuracy: 0.83179	Precision: 0.33143	Recall: 0.17450	F1: 0.22863	F2: 0.19275
	Total predictions: 14000	True positives:  349	False positives:  704	False negatives: 1651	True negatives: 11296

['poi', 'deferral_payments', 'deferred_income', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.85943	Precision: 0.51187	Recall: 0.34500	F1: 0.41219	F2: 0.36906
	Total predictions: 14000	True positives:  690	False positives:  658	False negatives: 1310	True negatives: 11342

['poi', 'deferral_payments', 'deferred_income', 'salary', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'salary', 'total_payments']
	Accuracy: 0.83515	Precision: 0.40726	Recall: 0.15700	F1: 0.22663	F2: 0.17900
	Total predictions: 13000	True positives:  314	False positives:  457	False negatives: 1686	True negatives: 10543

['poi', 'deferral_payments', 'deferred_income', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'salary', 'exercised_stock_options']
	Accuracy: 0.86343	Precision: 0.53993	Recall: 0.29750	F1: 0.38362	F2: 0.32685
	Total predictions: 14000	True positives:  595	False positives:  507	False negatives: 1405	True negatives: 11493

['poi', 'deferral_payments', 'deferred_income', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'deferred_income', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84514	Precision: 0.42208	Recall: 0.22750	F1: 0.29565	F2: 0.25061
	Total predictions: 14000	True positives:  455	False positives:  623	False negatives: 1545	True negatives: 11377

['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi']
	Accuracy: 0.32717	Precision: 0.19061	Recall: 0.93550	F1: 0.31669	F2: 0.52509
	Total predictions: 12000	True positives: 1871	False positives: 7945	False negatives:  129	True negatives: 2055

['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages']
	Accuracy: 0.34208	Precision: 0.18513	Recall: 0.86650	F1: 0.30508	F2: 0.49911
	Total predictions: 12000	True positives: 1733	False positives: 7628	False negatives:  267	True negatives: 2372

['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'other']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'other']
	Accuracy: 0.33309	Precision: 0.19757	Recall: 0.87150	F1: 0.32212	F2: 0.51807
	Total predictions: 11000	True positives: 1743	False positives: 7079	False negatives:  257	True negatives: 1921

['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees']
	Accuracy: 0.46418	Precision: 0.24502	Recall: 0.93550	F1: 0.38834	F2: 0.59830
	Total predictions: 11000	True positives: 1871	False positives: 5765	False negatives:  129	True negatives: 3235

['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees']
	Accuracy: 0.38600	Precision: 0.23758	Recall: 0.93700	F1: 0.37905	F2: 0.58975
	Total predictions: 10000	True positives: 1874	False positives: 6014	False negatives:  126	True negatives: 1986

['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'bonus']
	Accuracy: 0.35327	Precision: 0.21127	Recall: 0.93550	F1: 0.34469	F2: 0.55500
	Total predictions: 11000	True positives: 1871	False positives: 6985	False negatives:  129	True negatives: 2015

['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value']
	Accuracy: 0.29631	Precision: 0.17169	Recall: 0.93450	F1: 0.29008	F2: 0.49481
	Total predictions: 13000	True positives: 1869	False positives: 9017	False negatives:  131	True negatives: 1983

['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'from_poi_to_this_person']
	Accuracy: 0.33292	Precision: 0.19322	Recall: 0.94550	F1: 0.32086	F2: 0.53157
	Total predictions: 12000	True positives: 1891	False positives: 7896	False negatives:  109	True negatives: 2104

['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'from_this_person_to_poi']
	Accuracy: 0.35082	Precision: 0.20362	Recall: 0.88300	F1: 0.33093	F2: 0.52960
	Total predictions: 11000	True positives: 1766	False positives: 6907	False negatives:  234	True negatives: 2093

['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'restricted_stock']
	Accuracy: 0.31708	Precision: 0.17697	Recall: 0.94200	F1: 0.29796	F2: 0.50520
	Total predictions: 13000	True positives: 1884	False positives: 8762	False negatives:  116	True negatives: 2238

['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'salary']
	Accuracy: 0.33808	Precision: 0.19457	Recall: 0.94650	F1: 0.32279	F2: 0.53387
	Total predictions: 12000	True positives: 1893	False positives: 7836	False negatives:  107	True negatives: 2164

['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'total_payments']
	Accuracy: 0.29154	Precision: 0.16534	Recall: 0.89050	F1: 0.27889	F2: 0.47438
	Total predictions: 13000	True positives: 1781	False positives: 8991	False negatives:  219	True negatives: 2009

['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'exercised_stock_options']
	Accuracy: 0.31477	Precision: 0.17665	Recall: 0.94350	F1: 0.29759	F2: 0.50503
	Total predictions: 13000	True positives: 1887	False positives: 8795	False negatives:  113	True negatives: 2205

['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages']
	Accuracy: 0.70550	Precision: 0.22993	Recall: 0.32650	F1: 0.26983	F2: 0.30120
	Total predictions: 12000	True positives:  653	False positives: 2187	False negatives: 1347	True negatives: 7813

['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'other']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'other']
	Accuracy: 0.77908	Precision: 0.12629	Recall: 0.05500	F1: 0.07663	F2: 0.06200
	Total predictions: 12000	True positives:  110	False positives:  761	False negatives: 1890	True negatives: 9239

['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees']
	Accuracy: 0.31015	Precision: 0.17561	Recall: 0.94300	F1: 0.29608	F2: 0.50320
	Total predictions: 13000	True positives: 1886	False positives: 8854	False negatives:  114	True negatives: 2146

['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees']
	Accuracy: 0.23242	Precision: 0.17226	Recall: 0.94750	F1: 0.29152	F2: 0.49866
	Total predictions: 12000	True positives: 1895	False positives: 9106	False negatives:  105	True negatives:  894

['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus']
	Accuracy: 0.80400	Precision: 0.36164	Recall: 0.23000	F1: 0.28117	F2: 0.24806
	Total predictions: 12000	True positives:  460	False positives:  812	False negatives: 1540	True negatives: 9188

['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value']
	Accuracy: 0.83136	Precision: 0.36679	Recall: 0.24850	F1: 0.29627	F2: 0.26563
	Total predictions: 14000	True positives:  497	False positives:  858	False negatives: 1503	True negatives: 11142

['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'from_poi_to_this_person']
	Accuracy: 0.76025	Precision: 0.21132	Recall: 0.16050	F1: 0.18244	F2: 0.16861
	Total predictions: 12000	True positives:  321	False positives: 1198	False negatives: 1679	True negatives: 8802

['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'from_this_person_to_poi']
	Accuracy: 0.76717	Precision: 0.17671	Recall: 0.10850	F1: 0.13445	F2: 0.11758
	Total predictions: 12000	True positives:  217	False positives: 1011	False negatives: 1783	True negatives: 8989

['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'restricted_stock']
	Accuracy: 0.78485	Precision: 0.20060	Recall: 0.13350	F1: 0.16031	F2: 0.14307
	Total predictions: 13000	True positives:  267	False positives: 1064	False negatives: 1733	True negatives: 9936

['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'salary']
	Accuracy: 0.78158	Precision: 0.25723	Recall: 0.16450	F1: 0.20067	F2: 0.17728
	Total predictions: 12000	True positives:  329	False positives:  950	False negatives: 1671	True negatives: 9050

['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'total_payments']
	Accuracy: 0.82007	Precision: 0.16943	Recall: 0.06650	F1: 0.09551	F2: 0.07570
	Total predictions: 14000	True positives:  133	False positives:  652	False negatives: 1867	True negatives: 11348

['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'exercised_stock_options']
	Accuracy: 0.82554	Precision: 0.39708	Recall: 0.25850	F1: 0.31314	F2: 0.27790
	Total predictions: 13000	True positives:  517	False positives:  785	False negatives: 1483	True negatives: 10215

['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'other']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'other']
	Accuracy: 0.74133	Precision: 0.17182	Recall: 0.14450	F1: 0.15698	F2: 0.14925
	Total predictions: 12000	True positives:  289	False positives: 1393	False negatives: 1711	True negatives: 8607

['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'director_fees']
	Accuracy: 0.33115	Precision: 0.17319	Recall: 0.88700	F1: 0.28980	F2: 0.48621
	Total predictions: 13000	True positives: 1774	False positives: 8469	False negatives:  226	True negatives: 2531

['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'resto_dirfees']
	Accuracy: 0.25492	Precision: 0.16932	Recall: 0.88850	F1: 0.28443	F2: 0.48040
	Total predictions: 12000	True positives: 1777	False positives: 8718	False negatives:  223	True negatives: 1282

['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'bonus']
	Accuracy: 0.77383	Precision: 0.32853	Recall: 0.34200	F1: 0.33513	F2: 0.33922
	Total predictions: 12000	True positives:  684	False positives: 1398	False negatives: 1316	True negatives: 8602

['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'total_stock_value']
	Accuracy: 0.84536	Precision: 0.43920	Recall: 0.29800	F1: 0.35508	F2: 0.31848
	Total predictions: 14000	True positives:  596	False positives:  761	False negatives: 1404	True negatives: 11239

['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.71625	Precision: 0.25917	Recall: 0.37800	F1: 0.30750	F2: 0.34625
	Total predictions: 12000	True positives:  756	False positives: 2161	False negatives: 1244	True negatives: 7839

['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'from_this_person_to_poi']
	Accuracy: 0.71675	Precision: 0.20842	Recall: 0.25000	F1: 0.22732	F2: 0.24041
	Total predictions: 12000	True positives:  500	False positives: 1899	False negatives: 1500	True negatives: 8101

['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'restricted_stock']
	Accuracy: 0.79038	Precision: 0.29034	Recall: 0.25100	F1: 0.26924	F2: 0.25799
	Total predictions: 13000	True positives:  502	False positives: 1227	False negatives: 1498	True negatives: 9773

['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'salary']
	Accuracy: 0.73525	Precision: 0.25407	Recall: 0.30400	F1: 0.27680	F2: 0.29250
	Total predictions: 12000	True positives:  608	False positives: 1785	False negatives: 1392	True negatives: 8215

['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'total_payments']
	Accuracy: 0.82043	Precision: 0.19693	Recall: 0.08350	F1: 0.11728	F2: 0.09437
	Total predictions: 14000	True positives:  167	False positives:  681	False negatives: 1833	True negatives: 11319

['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.83592	Precision: 0.45593	Recall: 0.34400	F1: 0.39213	F2: 0.36176
	Total predictions: 13000	True positives:  688	False positives:  821	False negatives: 1312	True negatives: 10179

['poi', 'deferral_payments', 'long_term_incentive', 'other', 'director_fees']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'other', 'director_fees']
	Accuracy: 0.32033	Precision: 0.18110	Recall: 0.87400	F1: 0.30003	F2: 0.49513
	Total predictions: 12000	True positives: 1748	False positives: 7904	False negatives:  252	True negatives: 2096

['poi', 'deferral_payments', 'long_term_incentive', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'other', 'resto_dirfees']
	Accuracy: 0.24373	Precision: 0.18037	Recall: 0.89150	F1: 0.30004	F2: 0.49846
	Total predictions: 11000	True positives: 1783	False positives: 8102	False negatives:  217	True negatives:  898

['poi', 'deferral_payments', 'long_term_incentive', 'other', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'other', 'bonus']
	Accuracy: 0.78982	Precision: 0.26991	Recall: 0.09150	F1: 0.13667	F2: 0.10544
	Total predictions: 11000	True positives:  183	False positives:  495	False negatives: 1817	True negatives: 8505

['poi', 'deferral_payments', 'long_term_incentive', 'other', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'other', 'total_stock_value']
	Accuracy: 0.83315	Precision: 0.40982	Recall: 0.19200	F1: 0.26149	F2: 0.21484
	Total predictions: 13000	True positives:  384	False positives:  553	False negatives: 1616	True negatives: 10447

['poi', 'deferral_payments', 'long_term_incentive', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'other', 'from_poi_to_this_person']
	Accuracy: 0.78292	Precision: 0.12045	Recall: 0.04800	F1: 0.06864	F2: 0.05456
	Total predictions: 12000	True positives:   96	False positives:  701	False negatives: 1904	True negatives: 9299

['poi', 'deferral_payments', 'long_term_incentive', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'other', 'from_this_person_to_poi']
	Accuracy: 0.78050	Precision: 0.08179	Recall: 0.03100	F1: 0.04496	F2: 0.03540
	Total predictions: 12000	True positives:   62	False positives:  696	False negatives: 1938	True negatives: 9304

['poi', 'deferral_payments', 'long_term_incentive', 'other', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'other', 'restricted_stock']
	Accuracy: 0.80438	Precision: 0.19529	Recall: 0.08700	F1: 0.12037	F2: 0.09785
	Total predictions: 13000	True positives:  174	False positives:  717	False negatives: 1826	True negatives: 10283

['poi', 'deferral_payments', 'long_term_incentive', 'other', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'other', 'salary']
	Accuracy: 0.78645	Precision: 0.24673	Recall: 0.08500	F1: 0.12644	F2: 0.09782
	Total predictions: 11000	True positives:  170	False positives:  519	False negatives: 1830	True negatives: 8481

['poi', 'deferral_payments', 'long_term_incentive', 'other', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'other', 'total_payments']
	Accuracy: 0.81177	Precision: 0.18477	Recall: 0.06550	F1: 0.09671	F2: 0.07521
	Total predictions: 13000	True positives:  131	False positives:  578	False negatives: 1869	True negatives: 10422

['poi', 'deferral_payments', 'long_term_incentive', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'other', 'exercised_stock_options']
	Accuracy: 0.82146	Precision: 0.34901	Recall: 0.18550	F1: 0.24225	F2: 0.20468
	Total predictions: 13000	True positives:  371	False positives:  692	False negatives: 1629	True negatives: 10308

['poi', 'deferral_payments', 'long_term_incentive', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'director_fees', 'resto_dirfees']
	Accuracy: 0.36370	Precision: 0.23223	Recall: 0.94600	F1: 0.37292	F2: 0.58587
	Total predictions: 10000	True positives: 1892	False positives: 6255	False negatives:  108	True negatives: 1745

['poi', 'deferral_payments', 'long_term_incentive', 'director_fees', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'director_fees', 'bonus']
	Accuracy: 0.32700	Precision: 0.19051	Recall: 0.93500	F1: 0.31652	F2: 0.52481
	Total predictions: 12000	True positives: 1870	False positives: 7946	False negatives:  130	True negatives: 2054

['poi', 'deferral_payments', 'long_term_incentive', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'director_fees', 'total_stock_value']
	Accuracy: 0.29764	Precision: 0.16234	Recall: 0.94150	F1: 0.27693	F2: 0.48038
	Total predictions: 14000	True positives: 1883	False positives: 9716	False negatives:  117	True negatives: 2284

['poi', 'deferral_payments', 'long_term_incentive', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.31238	Precision: 0.17499	Recall: 0.93400	F1: 0.29475	F2: 0.50013
	Total predictions: 13000	True positives: 1868	False positives: 8807	False negatives:  132	True negatives: 2193

['poi', 'deferral_payments', 'long_term_incentive', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.32792	Precision: 0.18149	Recall: 0.86400	F1: 0.29997	F2: 0.49312
	Total predictions: 12000	True positives: 1728	False positives: 7793	False negatives:  272	True negatives: 2207

['poi', 'deferral_payments', 'long_term_incentive', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'director_fees', 'restricted_stock']
	Accuracy: 0.29729	Precision: 0.16134	Recall: 0.93350	F1: 0.27513	F2: 0.47696
	Total predictions: 14000	True positives: 1867	False positives: 9705	False negatives:  133	True negatives: 2295

['poi', 'deferral_payments', 'long_term_incentive', 'director_fees', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'director_fees', 'salary']
	Accuracy: 0.31469	Precision: 0.17621	Recall: 0.94000	F1: 0.29679	F2: 0.50351
	Total predictions: 13000	True positives: 1880	False positives: 8789	False negatives:  120	True negatives: 2211

['poi', 'deferral_payments', 'long_term_incentive', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'director_fees', 'total_payments']
	Accuracy: 0.33023	Precision: 0.17209	Recall: 0.88000	F1: 0.28789	F2: 0.48280
	Total predictions: 13000	True positives: 1760	False positives: 8467	False negatives:  240	True negatives: 2533

['poi', 'deferral_payments', 'long_term_incentive', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.32115	Precision: 0.17761	Recall: 0.94000	F1: 0.29877	F2: 0.50578
	Total predictions: 13000	True positives: 1880	False positives: 8705	False negatives:  120	True negatives: 2295

['poi', 'deferral_payments', 'long_term_incentive', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'resto_dirfees', 'bonus']
	Accuracy: 0.25364	Precision: 0.18925	Recall: 0.94550	F1: 0.31538	F2: 0.52551
	Total predictions: 11000	True positives: 1891	False positives: 8101	False negatives:  109	True negatives:  899

['poi', 'deferral_payments', 'long_term_incentive', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.21331	Precision: 0.15592	Recall: 0.93200	F1: 0.26714	F2: 0.46705
	Total predictions: 13000	True positives: 1864	False positives: 10091	False negatives:  136	True negatives:  909

['poi', 'deferral_payments', 'long_term_incentive', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.24645	Precision: 0.18690	Recall: 0.93850	F1: 0.31172	F2: 0.52015
	Total predictions: 11000	True positives: 1877	False positives: 8166	False negatives:  123	True negatives:  834

['poi', 'deferral_payments', 'long_term_incentive', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.25245	Precision: 0.18143	Recall: 0.88600	F1: 0.30118	F2: 0.49868
	Total predictions: 11000	True positives: 1772	False positives: 7995	False negatives:  228	True negatives: 1005

['poi', 'deferral_payments', 'long_term_incentive', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.21877	Precision: 0.15800	Recall: 0.94200	F1: 0.27061	F2: 0.47280
	Total predictions: 13000	True positives: 1884	False positives: 10040	False negatives:  116	True negatives:  960

['poi', 'deferral_payments', 'long_term_incentive', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'resto_dirfees', 'salary']
	Accuracy: 0.24745	Precision: 0.18710	Recall: 0.93850	F1: 0.31200	F2: 0.52046
	Total predictions: 11000	True positives: 1877	False positives: 8155	False negatives:  123	True negatives:  845

['poi', 'deferral_payments', 'long_term_incentive', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'resto_dirfees', 'total_payments']
	Accuracy: 0.24100	Precision: 0.14864	Recall: 0.83200	F1: 0.25222	F2: 0.43345
	Total predictions: 13000	True positives: 1664	False positives: 9531	False negatives:  336	True negatives: 1469

['poi', 'deferral_payments', 'long_term_incentive', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.23125	Precision: 0.17102	Recall: 0.93900	F1: 0.28935	F2: 0.49471
	Total predictions: 12000	True positives: 1878	False positives: 9103	False negatives:  122	True negatives:  897

['poi', 'deferral_payments', 'long_term_incentive', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'bonus', 'total_stock_value']
	Accuracy: 0.84177	Precision: 0.47511	Recall: 0.27200	F1: 0.34595	F2: 0.29743
	Total predictions: 13000	True positives:  544	False positives:  601	False negatives: 1456	True negatives: 10399

['poi', 'deferral_payments', 'long_term_incentive', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.80842	Precision: 0.36805	Recall: 0.20850	F1: 0.26620	F2: 0.22829
	Total predictions: 12000	True positives:  417	False positives:  716	False negatives: 1583	True negatives: 9284

['poi', 'deferral_payments', 'long_term_incentive', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.79733	Precision: 0.28740	Recall: 0.14600	F1: 0.19363	F2: 0.16193
	Total predictions: 12000	True positives:  292	False positives:  724	False negatives: 1708	True negatives: 9276

['poi', 'deferral_payments', 'long_term_incentive', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'bonus', 'restricted_stock']
	Accuracy: 0.82246	Precision: 0.36420	Recall: 0.20650	F1: 0.26356	F2: 0.22608
	Total predictions: 13000	True positives:  413	False positives:  721	False negatives: 1587	True negatives: 10279

['poi', 'deferral_payments', 'long_term_incentive', 'bonus', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'bonus', 'salary']
	Accuracy: 0.80255	Precision: 0.40985	Recall: 0.19550	F1: 0.26473	F2: 0.21834
	Total predictions: 11000	True positives:  391	False positives:  563	False negatives: 1609	True negatives: 8437

['poi', 'deferral_payments', 'long_term_incentive', 'bonus', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'bonus', 'total_payments']
	Accuracy: 0.81715	Precision: 0.23928	Recall: 0.08650	F1: 0.12707	F2: 0.09916
	Total predictions: 13000	True positives:  173	False positives:  550	False negatives: 1827	True negatives: 10450

['poi', 'deferral_payments', 'long_term_incentive', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'bonus', 'exercised_stock_options']
	Accuracy: 0.83800	Precision: 0.45301	Recall: 0.25550	F1: 0.32673	F2: 0.27991
	Total predictions: 13000	True positives:  511	False positives:  617	False negatives: 1489	True negatives: 10383

['poi', 'deferral_payments', 'long_term_incentive', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.84323	Precision: 0.48307	Recall: 0.27100	F1: 0.34721	F2: 0.29708
	Total predictions: 13000	True positives:  542	False positives:  580	False negatives: 1458	True negatives: 10420

['poi', 'deferral_payments', 'long_term_incentive', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.84715	Precision: 0.50627	Recall: 0.26250	F1: 0.34574	F2: 0.29047
	Total predictions: 13000	True positives:  525	False positives:  512	False negatives: 1475	True negatives: 10488

['poi', 'deferral_payments', 'long_term_incentive', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.85492	Precision: 0.55135	Recall: 0.30600	F1: 0.39357	F2: 0.33589
	Total predictions: 13000	True positives:  612	False positives:  498	False negatives: 1388	True negatives: 10502

['poi', 'deferral_payments', 'long_term_incentive', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'total_stock_value', 'salary']
	Accuracy: 0.84069	Precision: 0.46799	Recall: 0.25950	F1: 0.33387	F2: 0.28488
	Total predictions: 13000	True positives:  519	False positives:  590	False negatives: 1481	True negatives: 10410

['poi', 'deferral_payments', 'long_term_incentive', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'total_stock_value', 'total_payments']
	Accuracy: 0.84340	Precision: 0.33976	Recall: 0.18500	F1: 0.23956	F2: 0.20354
	Total predictions: 15000	True positives:  370	False positives:  719	False negatives: 1630	True negatives: 12281

['poi', 'deferral_payments', 'long_term_incentive', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.83892	Precision: 0.46299	Recall: 0.29400	F1: 0.35963	F2: 0.31715
	Total predictions: 13000	True positives:  588	False positives:  682	False negatives: 1412	True negatives: 10318

['poi', 'deferral_payments', 'long_term_incentive', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.76455	Precision: 0.19898	Recall: 0.09750	F1: 0.13087	F2: 0.10857
	Total predictions: 11000	True positives:  195	False positives:  785	False negatives: 1805	True negatives: 8215

['poi', 'deferral_payments', 'long_term_incentive', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.81477	Precision: 0.28706	Recall: 0.13750	F1: 0.18594	F2: 0.15349
	Total predictions: 13000	True positives:  275	False positives:  683	False negatives: 1725	True negatives: 10317

['poi', 'deferral_payments', 'long_term_incentive', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.80217	Precision: 0.33625	Recall: 0.19200	F1: 0.24443	F2: 0.21002
	Total predictions: 12000	True positives:  384	False positives:  758	False negatives: 1616	True negatives: 9242

['poi', 'deferral_payments', 'long_term_incentive', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.82000	Precision: 0.21186	Recall: 0.06250	F1: 0.09653	F2: 0.07276
	Total predictions: 13000	True positives:  125	False positives:  465	False negatives: 1875	True negatives: 10535

['poi', 'deferral_payments', 'long_term_incentive', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.83808	Precision: 0.45592	Recall: 0.27150	F1: 0.34033	F2: 0.29540
	Total predictions: 13000	True positives:  543	False positives:  648	False negatives: 1457	True negatives: 10352

['poi', 'deferral_payments', 'long_term_incentive', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.80623	Precision: 0.24179	Recall: 0.12150	F1: 0.16173	F2: 0.13493
	Total predictions: 13000	True positives:  243	False positives:  762	False negatives: 1757	True negatives: 10238

['poi', 'deferral_payments', 'long_term_incentive', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.79392	Precision: 0.26654	Recall: 0.13500	F1: 0.17922	F2: 0.14978
	Total predictions: 12000	True positives:  270	False positives:  743	False negatives: 1730	True negatives: 9257

['poi', 'deferral_payments', 'long_term_incentive', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.82508	Precision: 0.25709	Recall: 0.07250	F1: 0.11310	F2: 0.08466
	Total predictions: 13000	True positives:  145	False positives:  419	False negatives: 1855	True negatives: 10581

['poi', 'deferral_payments', 'long_term_incentive', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.84015	Precision: 0.46530	Recall: 0.26150	F1: 0.33483	F2: 0.28661
	Total predictions: 13000	True positives:  523	False positives:  601	False negatives: 1477	True negatives: 10399

['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock', 'salary']
	Accuracy: 0.82369	Precision: 0.37260	Recall: 0.21350	F1: 0.27146	F2: 0.23344
	Total predictions: 13000	True positives:  427	False positives:  719	False negatives: 1573	True negatives: 10281

['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock', 'total_payments']
	Accuracy: 0.82121	Precision: 0.18680	Recall: 0.07500	F1: 0.10703	F2: 0.08520
	Total predictions: 14000	True positives:  150	False positives:  653	False negatives: 1850	True negatives: 11347

['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84623	Precision: 0.50041	Recall: 0.30650	F1: 0.38016	F2: 0.33225
	Total predictions: 13000	True positives:  613	False positives:  612	False negatives: 1387	True negatives: 10388

['poi', 'deferral_payments', 'long_term_incentive', 'salary', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'salary', 'total_payments']
	Accuracy: 0.81754	Precision: 0.22727	Recall: 0.07750	F1: 0.11559	F2: 0.08927
	Total predictions: 13000	True positives:  155	False positives:  527	False negatives: 1845	True negatives: 10473

['poi', 'deferral_payments', 'long_term_incentive', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'salary', 'exercised_stock_options']
	Accuracy: 0.83069	Precision: 0.41344	Recall: 0.24000	F1: 0.30370	F2: 0.26198
	Total predictions: 13000	True positives:  480	False positives:  681	False negatives: 1520	True negatives: 10319

['poi', 'deferral_payments', 'long_term_incentive', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'long_term_incentive', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84250	Precision: 0.39084	Recall: 0.18350	F1: 0.24974	F2: 0.20528
	Total predictions: 14000	True positives:  367	False positives:  572	False negatives: 1633	True negatives: 11428

['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages']
	Accuracy: 0.35391	Precision: 0.20235	Recall: 0.86800	F1: 0.32820	F2: 0.52355
	Total predictions: 11000	True positives: 1736	False positives: 6843	False negatives:  264	True negatives: 2157

['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other']
	Accuracy: 0.29546	Precision: 0.16581	Recall: 0.88800	F1: 0.27944	F2: 0.47459
	Total predictions: 13000	True positives: 1776	False positives: 8935	False negatives:  224	True negatives: 2065

['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees']
	Accuracy: 0.40883	Precision: 0.21233	Recall: 0.94000	F1: 0.34642	F2: 0.55773
	Total predictions: 12000	True positives: 1880	False positives: 6974	False negatives:  120	True negatives: 3026

['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees']
	Accuracy: 0.33173	Precision: 0.20634	Recall: 0.94000	F1: 0.33840	F2: 0.54935
	Total predictions: 11000	True positives: 1880	False positives: 7231	False negatives:  120	True negatives: 1769

['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus']
	Accuracy: 0.32408	Precision: 0.18964	Recall: 0.93350	F1: 0.31524	F2: 0.52312
	Total predictions: 12000	True positives: 1867	False positives: 7978	False negatives:  133	True negatives: 2022

['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value']
	Accuracy: 0.28771	Precision: 0.16077	Recall: 0.94450	F1: 0.27476	F2: 0.47823
	Total predictions: 14000	True positives: 1889	False positives: 9861	False negatives:  111	True negatives: 2139

['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person']
	Accuracy: 0.33836	Precision: 0.20801	Recall: 0.94000	F1: 0.34064	F2: 0.55171
	Total predictions: 11000	True positives: 1880	False positives: 7158	False negatives:  120	True negatives: 1842

['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_this_person_to_poi']
	Accuracy: 0.33218	Precision: 0.19687	Recall: 0.86800	F1: 0.32095	F2: 0.51611
	Total predictions: 11000	True positives: 1736	False positives: 7082	False negatives:  264	True negatives: 1918

['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'restricted_stock']
	Accuracy: 0.30446	Precision: 0.17362	Recall: 0.93650	F1: 0.29293	F2: 0.49846
	Total predictions: 13000	True positives: 1873	False positives: 8915	False negatives:  127	True negatives: 2085

['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'salary']
	Accuracy: 0.30246	Precision: 0.17362	Recall: 0.94000	F1: 0.29311	F2: 0.49926
	Total predictions: 13000	True positives: 1880	False positives: 8948	False negatives:  120	True negatives: 2052

['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_payments']
	Accuracy: 0.26136	Precision: 0.14839	Recall: 0.88000	F1: 0.25395	F2: 0.44308
	Total predictions: 14000	True positives: 1760	False positives: 10101	False negatives:  240	True negatives: 1899

['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'exercised_stock_options']
	Accuracy: 0.29392	Precision: 0.17072	Recall: 0.93050	F1: 0.28850	F2: 0.49230
	Total predictions: 13000	True positives: 1861	False positives: 9040	False negatives:  139	True negatives: 1960

['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages', 'other']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages', 'other']
	Accuracy: 0.31277	Precision: 0.16123	Recall: 0.82500	F1: 0.26974	F2: 0.45245
	Total predictions: 13000	True positives: 1650	False positives: 8584	False negatives:  350	True negatives: 2416

['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages', 'director_fees']
	Accuracy: 0.42142	Precision: 0.20658	Recall: 0.87000	F1: 0.33388	F2: 0.52974
	Total predictions: 12000	True positives: 1740	False positives: 6683	False negatives:  260	True negatives: 3317

['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees']
	Accuracy: 0.34773	Precision: 0.20076	Recall: 0.86800	F1: 0.32610	F2: 0.52142
	Total predictions: 11000	True positives: 1736	False positives: 6911	False negatives:  264	True negatives: 2089

['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages', 'bonus']
	Accuracy: 0.33600	Precision: 0.18483	Recall: 0.87500	F1: 0.30520	F2: 0.50092
	Total predictions: 12000	True positives: 1750	False positives: 7718	False negatives:  250	True negatives: 2282

['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages', 'total_stock_value']
	Accuracy: 0.30593	Precision: 0.15748	Recall: 0.88700	F1: 0.26747	F2: 0.46042
	Total predictions: 14000	True positives: 1774	False positives: 9491	False negatives:  226	True negatives: 2509

['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.35482	Precision: 0.20259	Recall: 0.86800	F1: 0.32851	F2: 0.52387
	Total predictions: 11000	True positives: 1736	False positives: 6833	False negatives:  264	True negatives: 2167

['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages', 'from_this_person_to_poi']
	Accuracy: 0.35418	Precision: 0.20243	Recall: 0.86800	F1: 0.32829	F2: 0.52365
	Total predictions: 11000	True positives: 1736	False positives: 6840	False negatives:  264	True negatives: 2160

['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages', 'restricted_stock']
	Accuracy: 0.32192	Precision: 0.17061	Recall: 0.88250	F1: 0.28595	F2: 0.48106
	Total predictions: 13000	True positives: 1765	False positives: 8580	False negatives:  235	True negatives: 2420

['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages', 'salary']
	Accuracy: 0.31985	Precision: 0.16947	Recall: 0.87700	F1: 0.28405	F2: 0.47793
	Total predictions: 13000	True positives: 1754	False positives: 8596	False negatives:  246	True negatives: 2404

['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages', 'total_payments']
	Accuracy: 0.27736	Precision: 0.14421	Recall: 0.82250	F1: 0.24539	F2: 0.42382
	Total predictions: 14000	True positives: 1645	False positives: 9762	False negatives:  355	True negatives: 2238

['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.31362	Precision: 0.16732	Recall: 0.87050	F1: 0.28069	F2: 0.47297
	Total predictions: 13000	True positives: 1741	False positives: 8664	False negatives:  259	True negatives: 2336

['poi', 'deferral_payments', 'restricted_stock_deferred', 'other', 'director_fees']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'other', 'director_fees']
	Accuracy: 0.38554	Precision: 0.18550	Recall: 0.88300	F1: 0.30660	F2: 0.50400
	Total predictions: 13000	True positives: 1766	False positives: 7754	False negatives:  234	True negatives: 3246

['poi', 'deferral_payments', 'restricted_stock_deferred', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'other', 'resto_dirfees']
	Accuracy: 0.31964	Precision: 0.19506	Recall: 0.87700	F1: 0.31914	F2: 0.51613
	Total predictions: 11000	True positives: 1754	False positives: 7238	False negatives:  246	True negatives: 1762

['poi', 'deferral_payments', 'restricted_stock_deferred', 'other', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'other', 'bonus']
	Accuracy: 0.33358	Precision: 0.18553	Recall: 0.88450	F1: 0.30672	F2: 0.50442
	Total predictions: 12000	True positives: 1769	False positives: 7766	False negatives:  231	True negatives: 2234

['poi', 'deferral_payments', 'restricted_stock_deferred', 'other', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'other', 'total_stock_value']
	Accuracy: 0.28307	Precision: 0.15474	Recall: 0.90050	F1: 0.26410	F2: 0.45853
	Total predictions: 14000	True positives: 1801	False positives: 9838	False negatives:  199	True negatives: 2162

['poi', 'deferral_payments', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person']
	Accuracy: 0.29892	Precision: 0.16588	Recall: 0.88300	F1: 0.27930	F2: 0.47356
	Total predictions: 13000	True positives: 1766	False positives: 8880	False negatives:  234	True negatives: 2120

['poi', 'deferral_payments', 'restricted_stock_deferred', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'other', 'from_this_person_to_poi']
	Accuracy: 0.30700	Precision: 0.17138	Recall: 0.82350	F1: 0.28372	F2: 0.46763
	Total predictions: 12000	True positives: 1647	False positives: 7963	False negatives:  353	True negatives: 2037

['poi', 'deferral_payments', 'restricted_stock_deferred', 'other', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'other', 'restricted_stock']
	Accuracy: 0.30062	Precision: 0.16503	Recall: 0.87350	F1: 0.27761	F2: 0.46998
	Total predictions: 13000	True positives: 1747	False positives: 8839	False negatives:  253	True negatives: 2161

['poi', 'deferral_payments', 'restricted_stock_deferred', 'other', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'other', 'salary']
	Accuracy: 0.32592	Precision: 0.18263	Recall: 0.87600	F1: 0.30225	F2: 0.49793
	Total predictions: 12000	True positives: 1752	False positives: 7841	False negatives:  248	True negatives: 2159

['poi', 'deferral_payments', 'restricted_stock_deferred', 'other', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'other', 'total_payments']
	Accuracy: 0.29200	Precision: 0.16449	Recall: 0.88300	F1: 0.27732	F2: 0.47129
	Total predictions: 13000	True positives: 1766	False positives: 8970	False negatives:  234	True negatives: 2030

['poi', 'deferral_payments', 'restricted_stock_deferred', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'other', 'exercised_stock_options']
	Accuracy: 0.29208	Precision: 0.16445	Recall: 0.88250	F1: 0.27723	F2: 0.47109
	Total predictions: 13000	True positives: 1765	False positives: 8968	False negatives:  235	True negatives: 2032

['poi', 'deferral_payments', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees']
	Accuracy: 0.60117	Precision: 0.26760	Recall: 0.80200	F1: 0.40130	F2: 0.57310
	Total predictions: 6000	True positives:  802	False positives: 2195	False negatives:  198	True negatives: 2805

['poi', 'deferral_payments', 'restricted_stock_deferred', 'director_fees', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'director_fees', 'bonus']
	Accuracy: 0.41458	Precision: 0.21341	Recall: 0.93550	F1: 0.34754	F2: 0.55794
	Total predictions: 12000	True positives: 1871	False positives: 6896	False negatives:  129	True negatives: 3104

['poi', 'deferral_payments', 'restricted_stock_deferred', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'director_fees', 'total_stock_value']
	Accuracy: 0.35300	Precision: 0.17445	Recall: 0.94550	F1: 0.29455	F2: 0.50186
	Total predictions: 14000	True positives: 1891	False positives: 8949	False negatives:  109	True negatives: 3051

['poi', 'deferral_payments', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.41492	Precision: 0.21384	Recall: 0.93800	F1: 0.34828	F2: 0.55923
	Total predictions: 12000	True positives: 1876	False positives: 6897	False negatives:  124	True negatives: 3103

['poi', 'deferral_payments', 'restricted_stock_deferred', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.43173	Precision: 0.22535	Recall: 0.87200	F1: 0.35815	F2: 0.55404
	Total predictions: 11000	True positives: 1744	False positives: 5995	False negatives:  256	True negatives: 3005

['poi', 'deferral_payments', 'restricted_stock_deferred', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'director_fees', 'restricted_stock']
	Accuracy: 0.36200	Precision: 0.17601	Recall: 0.94150	F1: 0.29658	F2: 0.50353
	Total predictions: 14000	True positives: 1883	False positives: 8815	False negatives:  117	True negatives: 3185

['poi', 'deferral_payments', 'restricted_stock_deferred', 'director_fees', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'director_fees', 'salary']
	Accuracy: 0.38008	Precision: 0.19147	Recall: 0.94000	F1: 0.31813	F2: 0.52753
	Total predictions: 13000	True positives: 1880	False positives: 7939	False negatives:  120	True negatives: 3061

['poi', 'deferral_payments', 'restricted_stock_deferred', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'director_fees', 'total_payments']
	Accuracy: 0.36938	Precision: 0.18300	Recall: 0.89450	F1: 0.30384	F2: 0.50321
	Total predictions: 13000	True positives: 1789	False positives: 7987	False negatives:  211	True negatives: 3013

['poi', 'deferral_payments', 'restricted_stock_deferred', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.33783	Precision: 0.10588	Recall: 0.93300	F1: 0.19018	F2: 0.36411
	Total predictions: 12000	True positives:  933	False positives: 7879	False negatives:   67	True negatives: 3121

['poi', 'deferral_payments', 'restricted_stock_deferred', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'resto_dirfees', 'bonus']
	Accuracy: 0.35064	Precision: 0.21136	Recall: 0.94150	F1: 0.34522	F2: 0.55680
	Total predictions: 11000	True positives: 1883	False positives: 7026	False negatives:  117	True negatives: 1974

['poi', 'deferral_payments', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.28154	Precision: 0.16919	Recall: 0.93850	F1: 0.28670	F2: 0.49152
	Total predictions: 13000	True positives: 1877	False positives: 9217	False negatives:  123	True negatives: 1783

['poi', 'deferral_payments', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.34182	Precision: 0.20726	Recall: 0.92750	F1: 0.33881	F2: 0.54720
	Total predictions: 11000	True positives: 1855	False positives: 7095	False negatives:  145	True negatives: 1905

['poi', 'deferral_payments', 'restricted_stock_deferred', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.35480	Precision: 0.21866	Recall: 0.86500	F1: 0.34907	F2: 0.54361
	Total predictions: 10000	True positives: 1730	False positives: 6182	False negatives:  270	True negatives: 1818

['poi', 'deferral_payments', 'restricted_stock_deferred', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.30315	Precision: 0.17431	Recall: 0.94450	F1: 0.29431	F2: 0.50141
	Total predictions: 13000	True positives: 1889	False positives: 8948	False negatives:  111	True negatives: 2052

['poi', 'deferral_payments', 'restricted_stock_deferred', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'resto_dirfees', 'salary']
	Accuracy: 0.31650	Precision: 0.19021	Recall: 0.95200	F1: 0.31707	F2: 0.52860
	Total predictions: 12000	True positives: 1904	False positives: 8106	False negatives:   96	True negatives: 1894

['poi', 'deferral_payments', 'restricted_stock_deferred', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'resto_dirfees', 'total_payments']
	Accuracy: 0.27931	Precision: 0.16349	Recall: 0.89500	F1: 0.27647	F2: 0.47232
	Total predictions: 13000	True positives: 1790	False positives: 9159	False negatives:  210	True negatives: 1841

['poi', 'deferral_payments', 'restricted_stock_deferred', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.25255	Precision: 0.10117	Recall: 0.91600	F1: 0.18222	F2: 0.35085
	Total predictions: 11000	True positives:  916	False positives: 8138	False negatives:   84	True negatives: 1862

['poi', 'deferral_payments', 'restricted_stock_deferred', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'bonus', 'total_stock_value']
	Accuracy: 0.29271	Precision: 0.16237	Recall: 0.95000	F1: 0.27733	F2: 0.48218
	Total predictions: 14000	True positives: 1900	False positives: 9802	False negatives:  100	True negatives: 2198

['poi', 'deferral_payments', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.32567	Precision: 0.19057	Recall: 0.93800	F1: 0.31678	F2: 0.52567
	Total predictions: 12000	True positives: 1876	False positives: 7968	False negatives:  124	True negatives: 2032

['poi', 'deferral_payments', 'restricted_stock_deferred', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.32442	Precision: 0.18420	Recall: 0.89050	F1: 0.30525	F2: 0.50399
	Total predictions: 12000	True positives: 1781	False positives: 7888	False negatives:  219	True negatives: 2112

['poi', 'deferral_payments', 'restricted_stock_deferred', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'bonus', 'restricted_stock']
	Accuracy: 0.30900	Precision: 0.17488	Recall: 0.93900	F1: 0.29484	F2: 0.50109
	Total predictions: 13000	True positives: 1878	False positives: 8861	False negatives:  122	True negatives: 2139

['poi', 'deferral_payments', 'restricted_stock_deferred', 'bonus', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'bonus', 'salary']
	Accuracy: 0.33850	Precision: 0.19486	Recall: 0.94800	F1: 0.32327	F2: 0.53469
	Total predictions: 12000	True positives: 1896	False positives: 7834	False negatives:  104	True negatives: 2166

['poi', 'deferral_payments', 'restricted_stock_deferred', 'bonus', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'bonus', 'total_payments']
	Accuracy: 0.29185	Precision: 0.16540	Recall: 0.89050	F1: 0.27898	F2: 0.47448
	Total predictions: 13000	True positives: 1781	False positives: 8987	False negatives:  219	True negatives: 2013

['poi', 'deferral_payments', 'restricted_stock_deferred', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'bonus', 'exercised_stock_options']
	Accuracy: 0.30669	Precision: 0.17409	Recall: 0.93650	F1: 0.29360	F2: 0.49923
	Total predictions: 13000	True positives: 1873	False positives: 8886	False negatives:  127	True negatives: 2114

['poi', 'deferral_payments', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.28457	Precision: 0.16028	Recall: 0.94550	F1: 0.27410	F2: 0.47757
	Total predictions: 14000	True positives: 1891	False positives: 9907	False negatives:  109	True negatives: 2093

['poi', 'deferral_payments', 'restricted_stock_deferred', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.28900	Precision: 0.16165	Recall: 0.95000	F1: 0.27628	F2: 0.48092
	Total predictions: 14000	True positives: 1900	False positives: 9854	False negatives:  100	True negatives: 2146

['poi', 'deferral_payments', 'restricted_stock_deferred', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.29638	Precision: 0.17170	Recall: 0.93450	F1: 0.29010	F2: 0.49484
	Total predictions: 13000	True positives: 1869	False positives: 9016	False negatives:  131	True negatives: 1984

['poi', 'deferral_payments', 'restricted_stock_deferred', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'total_stock_value', 'salary']
	Accuracy: 0.28700	Precision: 0.16126	Recall: 0.95000	F1: 0.27572	F2: 0.48023
	Total predictions: 14000	True positives: 1900	False positives: 9882	False negatives:  100	True negatives: 2118

['poi', 'deferral_payments', 'restricted_stock_deferred', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'total_stock_value', 'total_payments']
	Accuracy: 0.26387	Precision: 0.14221	Recall: 0.89850	F1: 0.24556	F2: 0.43540
	Total predictions: 15000	True positives: 1797	False positives: 10839	False negatives:  203	True negatives: 2161

['poi', 'deferral_payments', 'restricted_stock_deferred', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.29531	Precision: 0.17148	Recall: 0.93450	F1: 0.28979	F2: 0.49447
	Total predictions: 13000	True positives: 1869	False positives: 9030	False negatives:  131	True negatives: 1970

['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.34100	Precision: 0.19795	Recall: 0.86000	F1: 0.32183	F2: 0.51531
	Total predictions: 11000	True positives: 1720	False positives: 6969	False negatives:  280	True negatives: 2031

['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.30762	Precision: 0.17373	Recall: 0.93200	F1: 0.29287	F2: 0.49762
	Total predictions: 13000	True positives: 1864	False positives: 8865	False negatives:  136	True negatives: 2135

['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.31585	Precision: 0.17682	Recall: 0.94300	F1: 0.29781	F2: 0.50520
	Total predictions: 13000	True positives: 1886	False positives: 8780	False negatives:  114	True negatives: 2220

['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.27607	Precision: 0.15256	Recall: 0.89300	F1: 0.26060	F2: 0.45314
	Total predictions: 14000	True positives: 1786	False positives: 9921	False negatives:  214	True negatives: 2079

['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.30638	Precision: 0.17469	Recall: 0.94200	F1: 0.29472	F2: 0.50146
	Total predictions: 13000	True positives: 1884	False positives: 8901	False negatives:  116	True negatives: 2099

['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.29708	Precision: 0.16406	Recall: 0.87150	F1: 0.27614	F2: 0.46794
	Total predictions: 13000	True positives: 1743	False positives: 8881	False negatives:  257	True negatives: 2119

['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.31292	Precision: 0.18017	Recall: 0.87950	F1: 0.29907	F2: 0.49513
	Total predictions: 12000	True positives: 1759	False positives: 8004	False negatives:  241	True negatives: 1996

['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.27500	Precision: 0.15141	Recall: 0.88500	F1: 0.25858	F2: 0.44947
	Total predictions: 14000	True positives: 1770	False positives: 9920	False negatives:  230	True negatives: 2080

['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.30808	Precision: 0.17504	Recall: 0.94200	F1: 0.29523	F2: 0.50205
	Total predictions: 13000	True positives: 1884	False positives: 8879	False negatives:  116	True negatives: 2121

['poi', 'deferral_payments', 'restricted_stock_deferred', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'restricted_stock', 'salary']
	Accuracy: 0.30408	Precision: 0.17354	Recall: 0.93650	F1: 0.29282	F2: 0.49832
	Total predictions: 13000	True positives: 1873	False positives: 8920	False negatives:  127	True negatives: 2080

['poi', 'deferral_payments', 'restricted_stock_deferred', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'restricted_stock', 'total_payments']
	Accuracy: 0.26557	Precision: 0.14877	Recall: 0.87700	F1: 0.25439	F2: 0.44315
	Total predictions: 14000	True positives: 1754	False positives: 10036	False negatives:  246	True negatives: 1964

['poi', 'deferral_payments', 'restricted_stock_deferred', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.29638	Precision: 0.17170	Recall: 0.93450	F1: 0.29010	F2: 0.49484
	Total predictions: 13000	True positives: 1869	False positives: 9016	False negatives:  131	True negatives: 1984

['poi', 'deferral_payments', 'restricted_stock_deferred', 'salary', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'salary', 'total_payments']
	Accuracy: 0.29077	Precision: 0.16500	Recall: 0.88900	F1: 0.27833	F2: 0.47348
	Total predictions: 13000	True positives: 1778	False positives: 8998	False negatives:  222	True negatives: 2002

['poi', 'deferral_payments', 'restricted_stock_deferred', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'salary', 'exercised_stock_options']
	Accuracy: 0.29831	Precision: 0.17264	Recall: 0.93900	F1: 0.29166	F2: 0.49740
	Total predictions: 13000	True positives: 1878	False positives: 9000	False negatives:  122	True negatives: 2000

['poi', 'deferral_payments', 'restricted_stock_deferred', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock_deferred', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.27071	Precision: 0.15058	Recall: 0.88450	F1: 0.25735	F2: 0.44789
	Total predictions: 14000	True positives: 1769	False positives: 9979	False negatives:  231	True negatives: 2021

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages', 'other']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages', 'other']
	Accuracy: 0.71933	Precision: 0.11400	Recall: 0.10100	F1: 0.10710	F2: 0.10336
	Total predictions: 12000	True positives:  202	False positives: 1570	False negatives: 1798	True negatives: 8430

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages', 'director_fees']
	Accuracy: 0.35325	Precision: 0.18584	Recall: 0.85200	F1: 0.30513	F2: 0.49624
	Total predictions: 12000	True positives: 1704	False positives: 7465	False negatives:  296	True negatives: 2535

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees']
	Accuracy: 0.25255	Precision: 0.17987	Recall: 0.87400	F1: 0.29834	F2: 0.49328
	Total predictions: 11000	True positives: 1748	False positives: 7970	False negatives:  252	True negatives: 1030

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages', 'bonus']
	Accuracy: 0.73325	Precision: 0.19595	Recall: 0.19350	F1: 0.19472	F2: 0.19398
	Total predictions: 12000	True positives:  387	False positives: 1588	False negatives: 1613	True negatives: 8412

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value']
	Accuracy: 0.83943	Precision: 0.40988	Recall: 0.28200	F1: 0.33412	F2: 0.30077
	Total predictions: 14000	True positives:  564	False positives:  812	False negatives: 1436	True negatives: 11188

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.67755	Precision: 0.20997	Recall: 0.28000	F1: 0.23998	F2: 0.26249
	Total predictions: 11000	True positives:  560	False positives: 2107	False negatives: 1440	True negatives: 6893

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages', 'from_this_person_to_poi']
	Accuracy: 0.67218	Precision: 0.10404	Recall: 0.10550	F1: 0.10477	F2: 0.10521
	Total predictions: 11000	True positives:  211	False positives: 1817	False negatives: 1789	True negatives: 7183

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages', 'restricted_stock']
	Accuracy: 0.74985	Precision: 0.16667	Recall: 0.15650	F1: 0.16142	F2: 0.15843
	Total predictions: 13000	True positives:  313	False positives: 1565	False negatives: 1687	True negatives: 9435

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages', 'salary']
	Accuracy: 0.69167	Precision: 0.16377	Recall: 0.20700	F1: 0.18286	F2: 0.19662
	Total predictions: 12000	True positives:  414	False positives: 2114	False negatives: 1586	True negatives: 7886

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages', 'total_payments']
	Accuracy: 0.81050	Precision: 0.13356	Recall: 0.05950	F1: 0.08232	F2: 0.06692
	Total predictions: 14000	True positives:  119	False positives:  772	False negatives: 1881	True negatives: 11228

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.83646	Precision: 0.45833	Recall: 0.34650	F1: 0.39465	F2: 0.36428
	Total predictions: 13000	True positives:  693	False positives:  819	False negatives: 1307	True negatives: 10181

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'other', 'director_fees']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'other', 'director_fees']
	Accuracy: 0.28493	Precision: 0.15257	Recall: 0.87950	F1: 0.26003	F2: 0.45036
	Total predictions: 14000	True positives: 1759	False positives: 9770	False negatives:  241	True negatives: 2230

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'other', 'resto_dirfees']
	Accuracy: 0.20308	Precision: 0.14803	Recall: 0.87900	F1: 0.25339	F2: 0.44224
	Total predictions: 13000	True positives: 1758	False positives: 10118	False negatives:  242	True negatives:  882

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'other', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'other', 'bonus']
	Accuracy: 0.78450	Precision: 0.17372	Recall: 0.07800	F1: 0.10766	F2: 0.08766
	Total predictions: 12000	True positives:  156	False positives:  742	False negatives: 1844	True negatives: 9258

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'other', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'other', 'total_stock_value']
	Accuracy: 0.83157	Precision: 0.33395	Recall: 0.18000	F1: 0.23392	F2: 0.19828
	Total predictions: 14000	True positives:  360	False positives:  718	False negatives: 1640	True negatives: 11282

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person']
	Accuracy: 0.75583	Precision: 0.05288	Recall: 0.02750	F1: 0.03618	F2: 0.03042
	Total predictions: 12000	True positives:   55	False positives:  985	False negatives: 1945	True negatives: 9015

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi']
	Accuracy: 0.76475	Precision: 0.00242	Recall: 0.00100	F1: 0.00141	F2: 0.00113
	Total predictions: 12000	True positives:    2	False positives:  825	False negatives: 1998	True negatives: 9175

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'other', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'other', 'restricted_stock']
	Accuracy: 0.79031	Precision: 0.12109	Recall: 0.05800	F1: 0.07843	F2: 0.06475
	Total predictions: 13000	True positives:  116	False positives:  842	False negatives: 1884	True negatives: 10158

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'other', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'other', 'salary']
	Accuracy: 0.77623	Precision: 0.11054	Recall: 0.06450	F1: 0.08147	F2: 0.07036
	Total predictions: 13000	True positives:  129	False positives: 1038	False negatives: 1871	True negatives: 9962

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'other', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'other', 'total_payments']
	Accuracy: 0.81779	Precision: 0.06750	Recall: 0.02150	F1: 0.03261	F2: 0.02489
	Total predictions: 14000	True positives:   43	False positives:  594	False negatives: 1957	True negatives: 11406

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'other', 'exercised_stock_options']
	Accuracy: 0.83386	Precision: 0.34623	Recall: 0.18350	F1: 0.23987	F2: 0.20254
	Total predictions: 14000	True positives:  367	False positives:  693	False negatives: 1633	True negatives: 11307

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees']
	Accuracy: 0.30525	Precision: 0.18469	Recall: 0.92800	F1: 0.30808	F2: 0.51416
	Total predictions: 12000	True positives: 1856	False positives: 8193	False negatives:  144	True negatives: 1807

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees', 'bonus']
	Accuracy: 0.29454	Precision: 0.17121	Recall: 0.93350	F1: 0.28935	F2: 0.49378
	Total predictions: 13000	True positives: 1867	False positives: 9038	False negatives:  133	True negatives: 1962

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value']
	Accuracy: 0.28007	Precision: 0.15081	Recall: 0.95000	F1: 0.26029	F2: 0.46119
	Total predictions: 15000	True positives: 1900	False positives: 10699	False negatives:  100	True negatives: 2301

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.33175	Precision: 0.19073	Recall: 0.92800	F1: 0.31643	F2: 0.52338
	Total predictions: 12000	True positives: 1856	False positives: 7875	False negatives:  144	True negatives: 2125

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.32492	Precision: 0.17920	Recall: 0.85200	F1: 0.29612	F2: 0.48661
	Total predictions: 12000	True positives: 1704	False positives: 7805	False negatives:  296	True negatives: 2195

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees', 'restricted_stock']
	Accuracy: 0.29300	Precision: 0.16004	Recall: 0.92950	F1: 0.27306	F2: 0.47385
	Total predictions: 14000	True positives: 1859	False positives: 9757	False negatives:  141	True negatives: 2243

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees', 'salary']
	Accuracy: 0.28479	Precision: 0.15876	Recall: 0.93200	F1: 0.27130	F2: 0.47211
	Total predictions: 14000	True positives: 1864	False positives: 9877	False negatives:  136	True negatives: 2123

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees', 'total_payments']
	Accuracy: 0.32057	Precision: 0.15886	Recall: 0.87450	F1: 0.26887	F2: 0.46002
	Total predictions: 14000	True positives: 1749	False positives: 9261	False negatives:  251	True negatives: 2739

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.29671	Precision: 0.16146	Recall: 0.93550	F1: 0.27539	F2: 0.47759
	Total predictions: 14000	True positives: 1871	False positives: 9717	False negatives:  129	True negatives: 2283

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus']
	Accuracy: 0.23042	Precision: 0.17045	Recall: 0.93550	F1: 0.28836	F2: 0.49297
	Total predictions: 12000	True positives: 1871	False positives: 9106	False negatives:  129	True negatives:  894

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.20914	Precision: 0.14678	Recall: 0.94250	F1: 0.25401	F2: 0.45221
	Total predictions: 14000	True positives: 1885	False positives: 10957	False negatives:  115	True negatives: 1043

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.23264	Precision: 0.18349	Recall: 0.93350	F1: 0.30669	F2: 0.51362
	Total predictions: 11000	True positives: 1867	False positives: 8308	False negatives:  133	True negatives:  692

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.22855	Precision: 0.17512	Recall: 0.87400	F1: 0.29177	F2: 0.48604
	Total predictions: 11000	True positives: 1748	False positives: 8234	False negatives:  252	True negatives:  766

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.21646	Precision: 0.15692	Recall: 0.93600	F1: 0.26877	F2: 0.46964
	Total predictions: 13000	True positives: 1872	False positives: 10058	False negatives:  128	True negatives:  942

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'resto_dirfees', 'salary']
	Accuracy: 0.21308	Precision: 0.15611	Recall: 0.93400	F1: 0.26751	F2: 0.46780
	Total predictions: 13000	True positives: 1868	False positives: 10098	False negatives:  132	True negatives:  902

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'resto_dirfees', 'total_payments']
	Accuracy: 0.23157	Precision: 0.13684	Recall: 0.82500	F1: 0.23474	F2: 0.41131
	Total predictions: 14000	True positives: 1650	False positives: 10408	False negatives:  350	True negatives: 1592

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.21923	Precision: 0.15670	Recall: 0.93000	F1: 0.26820	F2: 0.46804
	Total predictions: 13000	True positives: 1860	False positives: 10010	False negatives:  140	True negatives:  990

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'bonus', 'total_stock_value']
	Accuracy: 0.83586	Precision: 0.38061	Recall: 0.23750	F1: 0.29249	F2: 0.25681
	Total predictions: 14000	True positives:  475	False positives:  773	False negatives: 1525	True negatives: 11227

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.78725	Precision: 0.29564	Recall: 0.20000	F1: 0.23859	F2: 0.21384
	Total predictions: 12000	True positives:  400	False positives:  953	False negatives: 1600	True negatives: 9047

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.78683	Precision: 0.24262	Recall: 0.13150	F1: 0.17056	F2: 0.14476
	Total predictions: 12000	True positives:  263	False positives:  821	False negatives: 1737	True negatives: 9179

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'bonus', 'restricted_stock']
	Accuracy: 0.80262	Precision: 0.25853	Recall: 0.15150	F1: 0.19105	F2: 0.16518
	Total predictions: 13000	True positives:  303	False positives:  869	False negatives: 1697	True negatives: 10131

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'bonus', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'bonus', 'salary']
	Accuracy: 0.79467	Precision: 0.30239	Recall: 0.17750	F1: 0.22369	F2: 0.19348
	Total predictions: 12000	True positives:  355	False positives:  819	False negatives: 1645	True negatives: 9181

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'bonus', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'bonus', 'total_payments']
	Accuracy: 0.81664	Precision: 0.16608	Recall: 0.07050	F1: 0.09898	F2: 0.07967
	Total predictions: 14000	True positives:  141	False positives:  708	False negatives: 1859	True negatives: 11292

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'bonus', 'exercised_stock_options']
	Accuracy: 0.82777	Precision: 0.40386	Recall: 0.25100	F1: 0.30959	F2: 0.27156
	Total predictions: 13000	True positives:  502	False positives:  741	False negatives: 1498	True negatives: 10259

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.83936	Precision: 0.40416	Recall: 0.26250	F1: 0.31828	F2: 0.28229
	Total predictions: 14000	True positives:  525	False positives:  774	False negatives: 1475	True negatives: 11226

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.83893	Precision: 0.39873	Recall: 0.25100	F1: 0.30807	F2: 0.27109
	Total predictions: 14000	True positives:  502	False positives:  757	False negatives: 1498	True negatives: 11243

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.85086	Precision: 0.46358	Recall: 0.28000	F1: 0.34913	F2: 0.30408
	Total predictions: 14000	True positives:  560	False positives:  648	False negatives: 1440	True negatives: 11352

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'total_stock_value', 'salary']
	Accuracy: 0.82386	Precision: 0.33116	Recall: 0.22850	F1: 0.27041	F2: 0.24360
	Total predictions: 14000	True positives:  457	False positives:  923	False negatives: 1543	True negatives: 11077

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'total_stock_value', 'total_payments']
	Accuracy: 0.84640	Precision: 0.35156	Recall: 0.18000	F1: 0.23810	F2: 0.19947
	Total predictions: 15000	True positives:  360	False positives:  664	False negatives: 1640	True negatives: 12336

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.84329	Precision: 0.42240	Recall: 0.26400	F1: 0.32492	F2: 0.28541
	Total predictions: 14000	True positives:  528	False positives:  722	False negatives: 1472	True negatives: 11278

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.73673	Precision: 0.08131	Recall: 0.04350	F1: 0.05668	F2: 0.04796
	Total predictions: 11000	True positives:   87	False positives:  983	False negatives: 1913	True negatives: 8017

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.78192	Precision: 0.16194	Recall: 0.10000	F1: 0.12365	F2: 0.10828
	Total predictions: 13000	True positives:  200	False positives: 1035	False negatives: 1800	True negatives: 9965

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.76608	Precision: 0.20133	Recall: 0.13600	F1: 0.16234	F2: 0.14544
	Total predictions: 12000	True positives:  272	False positives: 1079	False negatives: 1728	True negatives: 8921

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.82186	Precision: 0.15406	Recall: 0.05500	F1: 0.08106	F2: 0.06312
	Total predictions: 14000	True positives:  110	False positives:  604	False negatives: 1890	True negatives: 11396

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.83485	Precision: 0.44181	Recall: 0.27900	F1: 0.34202	F2: 0.30120
	Total predictions: 13000	True positives:  558	False positives:  705	False negatives: 1442	True negatives: 10295

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.78677	Precision: 0.13516	Recall: 0.07150	F1: 0.09353	F2: 0.07894
	Total predictions: 13000	True positives:  143	False positives:  915	False negatives: 1857	True negatives: 10085

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.77750	Precision: 0.20354	Recall: 0.11500	F1: 0.14696	F2: 0.12596
	Total predictions: 12000	True positives:  230	False positives:  900	False negatives: 1770	True negatives: 9100

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.82436	Precision: 0.16200	Recall: 0.05500	F1: 0.08212	F2: 0.06337
	Total predictions: 14000	True positives:  110	False positives:  569	False negatives: 1890	True negatives: 11431

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.83562	Precision: 0.44507	Recall: 0.27750	F1: 0.34185	F2: 0.30010
	Total predictions: 13000	True positives:  555	False positives:  692	False negatives: 1445	True negatives: 10308

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'restricted_stock', 'salary']
	Accuracy: 0.79077	Precision: 0.18912	Recall: 0.10950	F1: 0.13870	F2: 0.11957
	Total predictions: 13000	True positives:  219	False positives:  939	False negatives: 1781	True negatives: 10061

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'restricted_stock', 'total_payments']
	Accuracy: 0.81314	Precision: 0.15471	Recall: 0.06900	F1: 0.09544	F2: 0.07760
	Total predictions: 14000	True positives:  138	False positives:  754	False negatives: 1862	True negatives: 11246

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.83750	Precision: 0.40143	Recall: 0.28000	F1: 0.32990	F2: 0.29803
	Total predictions: 14000	True positives:  560	False positives:  835	False negatives: 1440	True negatives: 11165

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'salary', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'salary', 'total_payments']
	Accuracy: 0.82086	Precision: 0.15110	Recall: 0.05500	F1: 0.08065	F2: 0.06302
	Total predictions: 14000	True positives:  110	False positives:  618	False negatives: 1890	True negatives: 11382

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'salary', 'exercised_stock_options']
	Accuracy: 0.83364	Precision: 0.37098	Recall: 0.23650	F1: 0.28885	F2: 0.25499
	Total predictions: 14000	True positives:  473	False positives:  802	False negatives: 1527	True negatives: 11198

['poi', 'deferral_payments', 'shared_receipt_with_poi', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'shared_receipt_with_poi', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85033	Precision: 0.37306	Recall: 0.18000	F1: 0.24283	F2: 0.20078
	Total predictions: 15000	True positives:  360	False positives:  605	False negatives: 1640	True negatives: 12395

['poi', 'deferral_payments', 'from_messages', 'other', 'director_fees']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'other', 'director_fees']
	Accuracy: 0.30486	Precision: 0.14912	Recall: 0.82150	F1: 0.25242	F2: 0.43196
	Total predictions: 14000	True positives: 1643	False positives: 9375	False negatives:  357	True negatives: 2625

['poi', 'deferral_payments', 'from_messages', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'other', 'resto_dirfees']
	Accuracy: 0.22531	Precision: 0.14511	Recall: 0.82500	F1: 0.24680	F2: 0.42589
	Total predictions: 13000	True positives: 1650	False positives: 9721	False negatives:  350	True negatives: 1279

['poi', 'deferral_payments', 'from_messages', 'other', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'other', 'bonus']
	Accuracy: 0.78083	Precision: 0.20170	Recall: 0.10650	F1: 0.13940	F2: 0.11760
	Total predictions: 12000	True positives:  213	False positives:  843	False negatives: 1787	True negatives: 9157

['poi', 'deferral_payments', 'from_messages', 'other', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'other', 'total_stock_value']
	Accuracy: 0.83764	Precision: 0.38263	Recall: 0.22250	F1: 0.28138	F2: 0.24282
	Total predictions: 14000	True positives:  445	False positives:  718	False negatives: 1555	True negatives: 11282

['poi', 'deferral_payments', 'from_messages', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'other', 'from_poi_to_this_person']
	Accuracy: 0.67250	Precision: 0.09590	Recall: 0.11450	F1: 0.10438	F2: 0.11022
	Total predictions: 12000	True positives:  229	False positives: 2159	False negatives: 1771	True negatives: 7841

['poi', 'deferral_payments', 'from_messages', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'other', 'from_this_person_to_poi']
	Accuracy: 0.71592	Precision: 0.08583	Recall: 0.07300	F1: 0.07890	F2: 0.07525
	Total predictions: 12000	True positives:  146	False positives: 1555	False negatives: 1854	True negatives: 8445

['poi', 'deferral_payments', 'from_messages', 'other', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'other', 'restricted_stock']
	Accuracy: 0.77531	Precision: 0.15711	Recall: 0.10550	F1: 0.12623	F2: 0.11292
	Total predictions: 13000	True positives:  211	False positives: 1132	False negatives: 1789	True negatives: 9868

['poi', 'deferral_payments', 'from_messages', 'other', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'other', 'salary']
	Accuracy: 0.76862	Precision: 0.15714	Recall: 0.11550	F1: 0.13314	F2: 0.12196
	Total predictions: 13000	True positives:  231	False positives: 1239	False negatives: 1769	True negatives: 9761

['poi', 'deferral_payments', 'from_messages', 'other', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'other', 'total_payments']
	Accuracy: 0.80457	Precision: 0.09382	Recall: 0.04250	F1: 0.05850	F2: 0.04772
	Total predictions: 14000	True positives:   85	False positives:  821	False negatives: 1915	True negatives: 11179

['poi', 'deferral_payments', 'from_messages', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'other', 'exercised_stock_options']
	Accuracy: 0.83464	Precision: 0.36754	Recall: 0.21850	F1: 0.27407	F2: 0.23778
	Total predictions: 14000	True positives:  437	False positives:  752	False negatives: 1563	True negatives: 11248

['poi', 'deferral_payments', 'from_messages', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'director_fees', 'resto_dirfees']
	Accuracy: 0.32292	Precision: 0.17875	Recall: 0.85200	F1: 0.29550	F2: 0.48594
	Total predictions: 12000	True positives: 1704	False positives: 7829	False negatives:  296	True negatives: 2171

['poi', 'deferral_payments', 'from_messages', 'director_fees', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'director_fees', 'bonus']
	Accuracy: 0.31800	Precision: 0.16876	Recall: 0.87450	F1: 0.28292	F2: 0.47620
	Total predictions: 13000	True positives: 1749	False positives: 8615	False negatives:  251	True negatives: 2385

['poi', 'deferral_payments', 'from_messages', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'director_fees', 'total_stock_value']
	Accuracy: 0.31193	Precision: 0.14958	Recall: 0.88800	F1: 0.25604	F2: 0.44684
	Total predictions: 15000	True positives: 1776	False positives: 10097	False negatives:  224	True negatives: 2903

['poi', 'deferral_payments', 'from_messages', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.35283	Precision: 0.18574	Recall: 0.85200	F1: 0.30499	F2: 0.49610
	Total predictions: 12000	True positives: 1704	False positives: 7470	False negatives:  296	True negatives: 2530

['poi', 'deferral_payments', 'from_messages', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.34650	Precision: 0.18422	Recall: 0.85200	F1: 0.30293	F2: 0.49391
	Total predictions: 12000	True positives: 1704	False positives: 7546	False negatives:  296	True negatives: 2454

['poi', 'deferral_payments', 'from_messages', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'director_fees', 'restricted_stock']
	Accuracy: 0.30779	Precision: 0.15601	Recall: 0.87200	F1: 0.26466	F2: 0.45466
	Total predictions: 14000	True positives: 1744	False positives: 9435	False negatives:  256	True negatives: 2565

['poi', 'deferral_payments', 'from_messages', 'director_fees', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'director_fees', 'salary']
	Accuracy: 0.30864	Precision: 0.15691	Recall: 0.87800	F1: 0.26624	F2: 0.45751
	Total predictions: 14000	True positives: 1756	False positives: 9435	False negatives:  244	True negatives: 2565

['poi', 'deferral_payments', 'from_messages', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'director_fees', 'total_payments']
	Accuracy: 0.31936	Precision: 0.15422	Recall: 0.83950	F1: 0.26057	F2: 0.44449
	Total predictions: 14000	True positives: 1679	False positives: 9208	False negatives:  321	True negatives: 2792

['poi', 'deferral_payments', 'from_messages', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.32086	Precision: 0.15922	Recall: 0.87700	F1: 0.26951	F2: 0.46119
	Total predictions: 14000	True positives: 1754	False positives: 9262	False negatives:  246	True negatives: 2738

['poi', 'deferral_payments', 'from_messages', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'resto_dirfees', 'bonus']
	Accuracy: 0.24650	Precision: 0.16492	Recall: 0.86650	F1: 0.27710	F2: 0.46818
	Total predictions: 12000	True positives: 1733	False positives: 8775	False negatives:  267	True negatives: 1225

['poi', 'deferral_payments', 'from_messages', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.22693	Precision: 0.14340	Recall: 0.88700	F1: 0.24689	F2: 0.43542
	Total predictions: 14000	True positives: 1774	False positives: 10597	False negatives:  226	True negatives: 1403

['poi', 'deferral_payments', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.25391	Precision: 0.18015	Recall: 0.87400	F1: 0.29873	F2: 0.49370
	Total predictions: 11000	True positives: 1748	False positives: 7955	False negatives:  252	True negatives: 1045

['poi', 'deferral_payments', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.25545	Precision: 0.18047	Recall: 0.87400	F1: 0.29916	F2: 0.49418
	Total predictions: 11000	True positives: 1748	False positives: 7938	False negatives:  252	True negatives: 1062

['poi', 'deferral_payments', 'from_messages', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.23646	Precision: 0.15401	Recall: 0.88200	F1: 0.26223	F2: 0.45338
	Total predictions: 13000	True positives: 1764	False positives: 9690	False negatives:  236	True negatives: 1310

['poi', 'deferral_payments', 'from_messages', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'resto_dirfees', 'salary']
	Accuracy: 0.23231	Precision: 0.15304	Recall: 0.88000	F1: 0.26074	F2: 0.45128
	Total predictions: 13000	True positives: 1760	False positives: 9740	False negatives:  240	True negatives: 1260

['poi', 'deferral_payments', 'from_messages', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'resto_dirfees', 'total_payments']
	Accuracy: 0.22121	Precision: 0.13551	Recall: 0.82750	F1: 0.23289	F2: 0.40939
	Total predictions: 14000	True positives: 1655	False positives: 10558	False negatives:  345	True negatives: 1442

['poi', 'deferral_payments', 'from_messages', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.23554	Precision: 0.15129	Recall: 0.86100	F1: 0.25736	F2: 0.44423
	Total predictions: 13000	True positives: 1722	False positives: 9660	False negatives:  278	True negatives: 1340

['poi', 'deferral_payments', 'from_messages', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'bonus', 'total_stock_value']
	Accuracy: 0.84550	Precision: 0.43281	Recall: 0.26250	F1: 0.32680	F2: 0.28492
	Total predictions: 14000	True positives:  525	False positives:  688	False negatives: 1475	True negatives: 11312

['poi', 'deferral_payments', 'from_messages', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.72017	Precision: 0.19024	Recall: 0.20850	F1: 0.19895	F2: 0.20457
	Total predictions: 12000	True positives:  417	False positives: 1775	False negatives: 1583	True negatives: 8225

['poi', 'deferral_payments', 'from_messages', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.72117	Precision: 0.18669	Recall: 0.20050	F1: 0.19335	F2: 0.19758
	Total predictions: 12000	True positives:  401	False positives: 1747	False negatives: 1599	True negatives: 8253

['poi', 'deferral_payments', 'from_messages', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'bonus', 'restricted_stock']
	Accuracy: 0.79677	Precision: 0.23339	Recall: 0.14050	F1: 0.17541	F2: 0.15265
	Total predictions: 13000	True positives:  281	False positives:  923	False negatives: 1719	True negatives: 10077

['poi', 'deferral_payments', 'from_messages', 'bonus', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'bonus', 'salary']
	Accuracy: 0.74458	Precision: 0.19589	Recall: 0.17150	F1: 0.18288	F2: 0.17588
	Total predictions: 12000	True positives:  343	False positives: 1408	False negatives: 1657	True negatives: 8592

['poi', 'deferral_payments', 'from_messages', 'bonus', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'bonus', 'total_payments']
	Accuracy: 0.82186	Precision: 0.15503	Recall: 0.05550	F1: 0.08174	F2: 0.06368
	Total predictions: 14000	True positives:  111	False positives:  605	False negatives: 1889	True negatives: 11395

['poi', 'deferral_payments', 'from_messages', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'bonus', 'exercised_stock_options']
	Accuracy: 0.83569	Precision: 0.44817	Recall: 0.29400	F1: 0.35507	F2: 0.31572
	Total predictions: 13000	True positives:  588	False positives:  724	False negatives: 1412	True negatives: 10276

['poi', 'deferral_payments', 'from_messages', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.85221	Precision: 0.47008	Recall: 0.27100	F1: 0.34380	F2: 0.29608
	Total predictions: 14000	True positives:  542	False positives:  611	False negatives: 1458	True negatives: 11389

['poi', 'deferral_payments', 'from_messages', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.85671	Precision: 0.49718	Recall: 0.26450	F1: 0.34530	F2: 0.29181
	Total predictions: 14000	True positives:  529	False positives:  535	False negatives: 1471	True negatives: 11465

['poi', 'deferral_payments', 'from_messages', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.86029	Precision: 0.52045	Recall: 0.28000	F1: 0.36411	F2: 0.30851
	Total predictions: 14000	True positives:  560	False positives:  516	False negatives: 1440	True negatives: 11484

['poi', 'deferral_payments', 'from_messages', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'total_stock_value', 'salary']
	Accuracy: 0.84614	Precision: 0.43750	Recall: 0.26950	F1: 0.33354	F2: 0.29192
	Total predictions: 14000	True positives:  539	False positives:  693	False negatives: 1461	True negatives: 11307

['poi', 'deferral_payments', 'from_messages', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'total_stock_value', 'total_payments']
	Accuracy: 0.85153	Precision: 0.38214	Recall: 0.18400	F1: 0.24840	F2: 0.20529
	Total predictions: 15000	True positives:  368	False positives:  595	False negatives: 1632	True negatives: 12405

['poi', 'deferral_payments', 'from_messages', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.84679	Precision: 0.43983	Recall: 0.26500	F1: 0.33073	F2: 0.28789
	Total predictions: 14000	True positives:  530	False positives:  675	False negatives: 1470	True negatives: 11325

['poi', 'deferral_payments', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.67191	Precision: 0.10890	Recall: 0.11200	F1: 0.11043	F2: 0.11137
	Total predictions: 11000	True positives:  224	False positives: 1833	False negatives: 1776	True negatives: 7167

['poi', 'deferral_payments', 'from_messages', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.72785	Precision: 0.14757	Recall: 0.16100	F1: 0.15399	F2: 0.15812
	Total predictions: 13000	True positives:  322	False positives: 1860	False negatives: 1678	True negatives: 9140

['poi', 'deferral_payments', 'from_messages', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.70083	Precision: 0.17577	Recall: 0.21550	F1: 0.19362	F2: 0.20618
	Total predictions: 12000	True positives:  431	False positives: 2021	False negatives: 1569	True negatives: 7979

['poi', 'deferral_payments', 'from_messages', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.82336	Precision: 0.15873	Recall: 0.05500	F1: 0.08169	F2: 0.06327
	Total predictions: 14000	True positives:  110	False positives:  583	False negatives: 1890	True negatives: 11417

['poi', 'deferral_payments', 'from_messages', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.84815	Precision: 0.50979	Recall: 0.33850	F1: 0.40685	F2: 0.36289
	Total predictions: 13000	True positives:  677	False positives:  651	False negatives: 1323	True negatives: 10349

['poi', 'deferral_payments', 'from_messages', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.72754	Precision: 0.13837	Recall: 0.14750	F1: 0.14279	F2: 0.14558
	Total predictions: 13000	True positives:  295	False positives: 1837	False negatives: 1705	True negatives: 9163

['poi', 'deferral_payments', 'from_messages', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.70942	Precision: 0.16793	Recall: 0.18800	F1: 0.17740	F2: 0.18361
	Total predictions: 12000	True positives:  376	False positives: 1863	False negatives: 1624	True negatives: 8137

['poi', 'deferral_payments', 'from_messages', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.82479	Precision: 0.16244	Recall: 0.05450	F1: 0.08162	F2: 0.06285
	Total predictions: 14000	True positives:  109	False positives:  562	False negatives: 1891	True negatives: 11438

['poi', 'deferral_payments', 'from_messages', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.85123	Precision: 0.52566	Recall: 0.33800	F1: 0.41144	F2: 0.36399
	Total predictions: 13000	True positives:  676	False positives:  610	False negatives: 1324	True negatives: 10390

['poi', 'deferral_payments', 'from_messages', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'restricted_stock', 'salary']
	Accuracy: 0.78392	Precision: 0.22199	Recall: 0.16150	F1: 0.18698	F2: 0.17081
	Total predictions: 13000	True positives:  323	False positives: 1132	False negatives: 1677	True negatives: 9868

['poi', 'deferral_payments', 'from_messages', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'restricted_stock', 'total_payments']
	Accuracy: 0.82629	Precision: 0.19663	Recall: 0.07000	F1: 0.10324	F2: 0.08035
	Total predictions: 14000	True positives:  140	False positives:  572	False negatives: 1860	True negatives: 11428

['poi', 'deferral_payments', 'from_messages', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84550	Precision: 0.43716	Recall: 0.28350	F1: 0.34395	F2: 0.30494
	Total predictions: 14000	True positives:  567	False positives:  730	False negatives: 1433	True negatives: 11270

['poi', 'deferral_payments', 'from_messages', 'salary', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'salary', 'total_payments']
	Accuracy: 0.81993	Precision: 0.15769	Recall: 0.06000	F1: 0.08693	F2: 0.06849
	Total predictions: 14000	True positives:  120	False positives:  641	False negatives: 1880	True negatives: 11359

['poi', 'deferral_payments', 'from_messages', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'salary', 'exercised_stock_options']
	Accuracy: 0.84614	Precision: 0.44059	Recall: 0.28550	F1: 0.34648	F2: 0.30712
	Total predictions: 14000	True positives:  571	False positives:  725	False negatives: 1429	True negatives: 11275

['poi', 'deferral_payments', 'from_messages', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'from_messages', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85193	Precision: 0.38549	Recall: 0.18600	F1: 0.25093	F2: 0.20747
	Total predictions: 15000	True positives:  372	False positives:  593	False negatives: 1628	True negatives: 12407

['poi', 'deferral_payments', 'other', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'deferral_payments', 'other', 'director_fees', 'resto_dirfees']
	Accuracy: 0.29650	Precision: 0.17641	Recall: 0.87800	F1: 0.29379	F2: 0.48903
	Total predictions: 12000	True positives: 1756	False positives: 8198	False negatives:  244	True negatives: 1802

['poi', 'deferral_payments', 'other', 'director_fees', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'other', 'director_fees', 'bonus']
	Accuracy: 0.32192	Precision: 0.18284	Recall: 0.88450	F1: 0.30304	F2: 0.50042
	Total predictions: 12000	True positives: 1769	False positives: 7906	False negatives:  231	True negatives: 2094

['poi', 'deferral_payments', 'other', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'other', 'director_fees', 'total_stock_value']
	Accuracy: 0.29347	Precision: 0.14395	Recall: 0.86900	F1: 0.24698	F2: 0.43290
	Total predictions: 15000	True positives: 1738	False positives: 10336	False negatives:  262	True negatives: 2664

['poi', 'deferral_payments', 'other', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'other', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.29131	Precision: 0.16498	Recall: 0.88800	F1: 0.27826	F2: 0.47322
	Total predictions: 13000	True positives: 1776	False positives: 8989	False negatives:  224	True negatives: 2011

['poi', 'deferral_payments', 'other', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'other', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.29762	Precision: 0.15831	Recall: 0.82600	F1: 0.26570	F2: 0.44806
	Total predictions: 13000	True positives: 1652	False positives: 8783	False negatives:  348	True negatives: 2217

['poi', 'deferral_payments', 'other', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'other', 'director_fees', 'restricted_stock']
	Accuracy: 0.29564	Precision: 0.15501	Recall: 0.88300	F1: 0.26372	F2: 0.45532
	Total predictions: 14000	True positives: 1766	False positives: 9627	False negatives:  234	True negatives: 2373

['poi', 'deferral_payments', 'other', 'director_fees', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'other', 'director_fees', 'salary']
	Accuracy: 0.30908	Precision: 0.16663	Recall: 0.87250	F1: 0.27983	F2: 0.47234
	Total predictions: 13000	True positives: 1745	False positives: 8727	False negatives:  255	True negatives: 2273

['poi', 'deferral_payments', 'other', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'other', 'director_fees', 'total_payments']
	Accuracy: 0.39054	Precision: 0.17932	Recall: 0.82800	F1: 0.29479	F2: 0.48042
	Total predictions: 13000	True positives: 1656	False positives: 7579	False negatives:  344	True negatives: 3421

['poi', 'deferral_payments', 'other', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'other', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.29779	Precision: 0.15572	Recall: 0.88550	F1: 0.26486	F2: 0.45708
	Total predictions: 14000	True positives: 1771	False positives: 9602	False negatives:  229	True negatives: 2398

['poi', 'deferral_payments', 'other', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'other', 'resto_dirfees', 'bonus']
	Accuracy: 0.23864	Precision: 0.18019	Recall: 0.89800	F1: 0.30016	F2: 0.49981
	Total predictions: 11000	True positives: 1796	False positives: 8171	False negatives:  204	True negatives:  829

['poi', 'deferral_payments', 'other', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'other', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.21729	Precision: 0.13914	Recall: 0.86350	F1: 0.23966	F2: 0.42304
	Total predictions: 14000	True positives: 1727	False positives: 10685	False negatives:  273	True negatives: 1315

['poi', 'deferral_payments', 'other', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'other', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.22175	Precision: 0.16164	Recall: 0.87650	F1: 0.27295	F2: 0.46511
	Total predictions: 12000	True positives: 1753	False positives: 9092	False negatives:  247	True negatives:  908

['poi', 'deferral_payments', 'other', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'other', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.21550	Precision: 0.15465	Recall: 0.83000	F1: 0.26072	F2: 0.44304
	Total predictions: 12000	True positives: 1660	False positives: 9074	False negatives:  340	True negatives:  926

['poi', 'deferral_payments', 'other', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'other', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.20485	Precision: 0.14766	Recall: 0.87350	F1: 0.25262	F2: 0.44047
	Total predictions: 13000	True positives: 1747	False positives: 10084	False negatives:  253	True negatives:  916

['poi', 'deferral_payments', 'other', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'other', 'resto_dirfees', 'salary']
	Accuracy: 0.23591	Precision: 0.17772	Recall: 0.88300	F1: 0.29589	F2: 0.49228
	Total predictions: 11000	True positives: 1766	False positives: 8171	False negatives:  234	True negatives:  829

['poi', 'deferral_payments', 'other', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'other', 'resto_dirfees', 'total_payments']
	Accuracy: 0.24485	Precision: 0.14523	Recall: 0.80000	F1: 0.24583	F2: 0.42068
	Total predictions: 13000	True positives: 1600	False positives: 9417	False negatives:  400	True negatives: 1583

['poi', 'deferral_payments', 'other', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'other', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.21400	Precision: 0.14910	Recall: 0.87300	F1: 0.25470	F2: 0.44292
	Total predictions: 13000	True positives: 1746	False positives: 9964	False negatives:  254	True negatives: 1036

['poi', 'deferral_payments', 'other', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'other', 'bonus', 'total_stock_value']
	Accuracy: 0.83871	Precision: 0.37548	Recall: 0.19450	F1: 0.25626	F2: 0.21525
	Total predictions: 14000	True positives:  389	False positives:  647	False negatives: 1611	True negatives: 11353

['poi', 'deferral_payments', 'other', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'other', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.79033	Precision: 0.18689	Recall: 0.07700	F1: 0.10907	F2: 0.08726
	Total predictions: 12000	True positives:  154	False positives:  670	False negatives: 1846	True negatives: 9330

['poi', 'deferral_payments', 'other', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'other', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.77975	Precision: 0.11497	Recall: 0.04800	F1: 0.06772	F2: 0.05433
	Total predictions: 12000	True positives:   96	False positives:  739	False negatives: 1904	True negatives: 9261

['poi', 'deferral_payments', 'other', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'other', 'bonus', 'restricted_stock']
	Accuracy: 0.80292	Precision: 0.15815	Recall: 0.06500	F1: 0.09213	F2: 0.07368
	Total predictions: 13000	True positives:  130	False positives:  692	False negatives: 1870	True negatives: 10308

['poi', 'deferral_payments', 'other', 'bonus', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'other', 'bonus', 'salary']
	Accuracy: 0.77636	Precision: 0.18750	Recall: 0.06900	F1: 0.10088	F2: 0.07898
	Total predictions: 11000	True positives:  138	False positives:  598	False negatives: 1862	True negatives: 8402

['poi', 'deferral_payments', 'other', 'bonus', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'other', 'bonus', 'total_payments']
	Accuracy: 0.81200	Precision: 0.19167	Recall: 0.06900	F1: 0.10147	F2: 0.07913
	Total predictions: 13000	True positives:  138	False positives:  582	False negatives: 1862	True negatives: 10418

['poi', 'deferral_payments', 'other', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'other', 'bonus', 'exercised_stock_options']
	Accuracy: 0.83162	Precision: 0.39806	Recall: 0.18450	F1: 0.25214	F2: 0.20668
	Total predictions: 13000	True positives:  369	False positives:  558	False negatives: 1631	True negatives: 10442

['poi', 'deferral_payments', 'other', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'other', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.84529	Precision: 0.40998	Recall: 0.18900	F1: 0.25873	F2: 0.21184
	Total predictions: 14000	True positives:  378	False positives:  544	False negatives: 1622	True negatives: 11456

['poi', 'deferral_payments', 'other', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'other', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.84229	Precision: 0.39053	Recall: 0.18550	F1: 0.25153	F2: 0.20726
	Total predictions: 14000	True positives:  371	False positives:  579	False negatives: 1629	True negatives: 11421

['poi', 'deferral_payments', 'other', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'other', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.85029	Precision: 0.45181	Recall: 0.22500	F1: 0.30040	F2: 0.25011
	Total predictions: 14000	True positives:  450	False positives:  546	False negatives: 1550	True negatives: 11454

['poi', 'deferral_payments', 'other', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'other', 'total_stock_value', 'salary']
	Accuracy: 0.83850	Precision: 0.37015	Recall: 0.18600	F1: 0.24759	F2: 0.20655
	Total predictions: 14000	True positives:  372	False positives:  633	False negatives: 1628	True negatives: 11367

['poi', 'deferral_payments', 'other', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'other', 'total_stock_value', 'total_payments']
	Accuracy: 0.83780	Precision: 0.30513	Recall: 0.16950	F1: 0.21794	F2: 0.18604
	Total predictions: 15000	True positives:  339	False positives:  772	False negatives: 1661	True negatives: 12228

['poi', 'deferral_payments', 'other', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'other', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.83754	Precision: 0.44499	Recall: 0.22650	F1: 0.30020	F2: 0.25116
	Total predictions: 13000	True positives:  453	False positives:  565	False negatives: 1547	True negatives: 10435

['poi', 'deferral_payments', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.77008	Precision: 0.01284	Recall: 0.00500	F1: 0.00720	F2: 0.00570
	Total predictions: 12000	True positives:   10	False positives:  769	False negatives: 1990	True negatives: 9231

['poi', 'deferral_payments', 'other', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'other', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.80069	Precision: 0.12164	Recall: 0.04750	F1: 0.06832	F2: 0.05409
	Total predictions: 13000	True positives:   95	False positives:  686	False negatives: 1905	True negatives: 10314

['poi', 'deferral_payments', 'other', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'other', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.79125	Precision: 0.16645	Recall: 0.06300	F1: 0.09140	F2: 0.07194
	Total predictions: 12000	True positives:  126	False positives:  631	False negatives: 1874	True negatives: 9369

['poi', 'deferral_payments', 'other', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'other', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.81292	Precision: 0.03846	Recall: 0.00900	F1: 0.01459	F2: 0.01063
	Total predictions: 13000	True positives:   18	False positives:  450	False negatives: 1982	True negatives: 10550

['poi', 'deferral_payments', 'other', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'other', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.82992	Precision: 0.38860	Recall: 0.18400	F1: 0.24975	F2: 0.20566
	Total predictions: 13000	True positives:  368	False positives:  579	False negatives: 1632	True negatives: 10421

['poi', 'deferral_payments', 'other', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'other', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.79023	Precision: 0.11777	Recall: 0.05600	F1: 0.07591	F2: 0.06256
	Total predictions: 13000	True positives:  112	False positives:  839	False negatives: 1888	True negatives: 10161

['poi', 'deferral_payments', 'other', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'other', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.78425	Precision: 0.14042	Recall: 0.05750	F1: 0.08159	F2: 0.06520
	Total predictions: 12000	True positives:  115	False positives:  704	False negatives: 1885	True negatives: 9296

['poi', 'deferral_payments', 'other', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'other', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.81608	Precision: 0.03341	Recall: 0.00700	F1: 0.01158	F2: 0.00831
	Total predictions: 13000	True positives:   14	False positives:  405	False negatives: 1986	True negatives: 10595

['poi', 'deferral_payments', 'other', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'other', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.83369	Precision: 0.41000	Recall: 0.18450	F1: 0.25448	F2: 0.20730
	Total predictions: 13000	True positives:  369	False positives:  531	False negatives: 1631	True negatives: 10469

['poi', 'deferral_payments', 'other', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'other', 'restricted_stock', 'salary']
	Accuracy: 0.80723	Precision: 0.16446	Recall: 0.06200	F1: 0.09005	F2: 0.07082
	Total predictions: 13000	True positives:  124	False positives:  630	False negatives: 1876	True negatives: 10370

['poi', 'deferral_payments', 'other', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'other', 'restricted_stock', 'total_payments']
	Accuracy: 0.81736	Precision: 0.15912	Recall: 0.06500	F1: 0.09230	F2: 0.07372
	Total predictions: 14000	True positives:  130	False positives:  687	False negatives: 1870	True negatives: 11313

['poi', 'deferral_payments', 'other', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'other', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84471	Precision: 0.41944	Recall: 0.22650	F1: 0.29416	F2: 0.24945
	Total predictions: 14000	True positives:  453	False positives:  627	False negatives: 1547	True negatives: 11373

['poi', 'deferral_payments', 'other', 'salary', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'other', 'salary', 'total_payments']
	Accuracy: 0.81277	Precision: 0.18182	Recall: 0.06200	F1: 0.09247	F2: 0.07141
	Total predictions: 13000	True positives:  124	False positives:  558	False negatives: 1876	True negatives: 10442

['poi', 'deferral_payments', 'other', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'other', 'salary', 'exercised_stock_options']
	Accuracy: 0.83262	Precision: 0.40112	Recall: 0.17850	F1: 0.24706	F2: 0.20079
	Total predictions: 13000	True positives:  357	False positives:  533	False negatives: 1643	True negatives: 10467

['poi', 'deferral_payments', 'other', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'other', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.83814	Precision: 0.36088	Recall: 0.17250	F1: 0.23342	F2: 0.19261
	Total predictions: 14000	True positives:  345	False positives:  611	False negatives: 1655	True negatives: 11389

['poi', 'deferral_payments', 'director_fees', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'resto_dirfees', 'bonus']
	Accuracy: 0.32142	Precision: 0.19009	Recall: 0.94200	F1: 0.31635	F2: 0.52593
	Total predictions: 12000	True positives: 1884	False positives: 8027	False negatives:  116	True negatives: 1973

['poi', 'deferral_payments', 'director_fees', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.26636	Precision: 0.15655	Recall: 0.94250	F1: 0.26850	F2: 0.47029
	Total predictions: 14000	True positives: 1885	False positives: 10156	False negatives:  115	True negatives: 1844

['poi', 'deferral_payments', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.32973	Precision: 0.20449	Recall: 0.92950	F1: 0.33523	F2: 0.54385
	Total predictions: 11000	True positives: 1859	False positives: 7232	False negatives:  141	True negatives: 1768

['poi', 'deferral_payments', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.33273	Precision: 0.19783	Recall: 0.87400	F1: 0.32263	F2: 0.51913
	Total predictions: 11000	True positives: 1748	False positives: 7088	False negatives:  252	True negatives: 1912

['poi', 'deferral_payments', 'director_fees', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.27079	Precision: 0.15724	Recall: 0.94150	F1: 0.26948	F2: 0.47134
	Total predictions: 14000	True positives: 1883	False positives: 10092	False negatives:  117	True negatives: 1908

['poi', 'deferral_payments', 'director_fees', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'resto_dirfees', 'salary']
	Accuracy: 0.29269	Precision: 0.17215	Recall: 0.94450	F1: 0.29122	F2: 0.49781
	Total predictions: 13000	True positives: 1889	False positives: 9084	False negatives:  111	True negatives: 1916

['poi', 'deferral_payments', 'director_fees', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'resto_dirfees', 'total_payments']
	Accuracy: 0.28892	Precision: 0.16531	Recall: 0.89450	F1: 0.27905	F2: 0.47524
	Total predictions: 13000	True positives: 1789	False positives: 9033	False negatives:  211	True negatives: 1967

['poi', 'deferral_payments', 'director_fees', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.23308	Precision: 0.09112	Recall: 0.91400	F1: 0.16571	F2: 0.32571
	Total predictions: 12000	True positives:  914	False positives: 9117	False negatives:   86	True negatives: 1883

['poi', 'deferral_payments', 'director_fees', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'bonus', 'total_stock_value']
	Accuracy: 0.28800	Precision: 0.15174	Recall: 0.94550	F1: 0.26151	F2: 0.46208
	Total predictions: 15000	True positives: 1891	False positives: 10571	False negatives:  109	True negatives: 2429

['poi', 'deferral_payments', 'director_fees', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.30323	Precision: 0.17372	Recall: 0.93950	F1: 0.29323	F2: 0.49931
	Total predictions: 13000	True positives: 1879	False positives: 8937	False negatives:  121	True negatives: 2063

['poi', 'deferral_payments', 'director_fees', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.30446	Precision: 0.16664	Recall: 0.88000	F1: 0.28021	F2: 0.47409
	Total predictions: 13000	True positives: 1760	False positives: 8802	False negatives:  240	True negatives: 2198

['poi', 'deferral_payments', 'director_fees', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'bonus', 'restricted_stock']
	Accuracy: 0.29471	Precision: 0.16171	Recall: 0.94100	F1: 0.27599	F2: 0.47917
	Total predictions: 14000	True positives: 1882	False positives: 9756	False negatives:  118	True negatives: 2244

['poi', 'deferral_payments', 'director_fees', 'bonus', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'bonus', 'salary']
	Accuracy: 0.31400	Precision: 0.17606	Recall: 0.94000	F1: 0.29658	F2: 0.50327
	Total predictions: 13000	True positives: 1880	False positives: 8798	False negatives:  120	True negatives: 2202

['poi', 'deferral_payments', 'director_fees', 'bonus', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'bonus', 'total_payments']
	Accuracy: 0.37177	Precision: 0.17870	Recall: 0.85750	F1: 0.29577	F2: 0.48730
	Total predictions: 13000	True positives: 1715	False positives: 7882	False negatives:  285	True negatives: 3118

['poi', 'deferral_payments', 'director_fees', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'bonus', 'exercised_stock_options']
	Accuracy: 0.30036	Precision: 0.16288	Recall: 0.94150	F1: 0.27771	F2: 0.48131
	Total predictions: 14000	True positives: 1883	False positives: 9678	False negatives:  117	True negatives: 2322

['poi', 'deferral_payments', 'director_fees', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.28000	Precision: 0.15079	Recall: 0.95000	F1: 0.26027	F2: 0.46117
	Total predictions: 15000	True positives: 1900	False positives: 10700	False negatives:  100	True negatives: 2300

['poi', 'deferral_payments', 'director_fees', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.29000	Precision: 0.15211	Recall: 0.94550	F1: 0.26206	F2: 0.46275
	Total predictions: 15000	True positives: 1891	False positives: 10541	False negatives:  109	True negatives: 2459

['poi', 'deferral_payments', 'director_fees', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.29943	Precision: 0.16269	Recall: 0.94150	F1: 0.27744	F2: 0.48100
	Total predictions: 14000	True positives: 1883	False positives: 9691	False negatives:  117	True negatives: 2309

['poi', 'deferral_payments', 'director_fees', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'total_stock_value', 'salary']
	Accuracy: 0.28553	Precision: 0.15129	Recall: 0.94550	F1: 0.26085	F2: 0.46124
	Total predictions: 15000	True positives: 1891	False positives: 10608	False negatives:  109	True negatives: 2392

['poi', 'deferral_payments', 'director_fees', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'total_stock_value', 'total_payments']
	Accuracy: 0.68627	Precision: 0.18724	Recall: 0.40500	F1: 0.25609	F2: 0.32857
	Total predictions: 15000	True positives:  810	False positives: 3516	False negatives: 1190	True negatives: 9484

['poi', 'deferral_payments', 'director_fees', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.32786	Precision: 0.16628	Recall: 0.92300	F1: 0.28179	F2: 0.48320
	Total predictions: 14000	True positives: 1846	False positives: 9256	False negatives:  154	True negatives: 2744

['poi', 'deferral_payments', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.33100	Precision: 0.18334	Recall: 0.87250	F1: 0.30300	F2: 0.49806
	Total predictions: 12000	True positives: 1745	False positives: 7773	False negatives:  255	True negatives: 2227

['poi', 'deferral_payments', 'director_fees', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.28793	Precision: 0.15907	Recall: 0.92950	F1: 0.27164	F2: 0.47214
	Total predictions: 14000	True positives: 1859	False positives: 9828	False negatives:  141	True negatives: 2172

['poi', 'deferral_payments', 'director_fees', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.30046	Precision: 0.17200	Recall: 0.93000	F1: 0.29031	F2: 0.49431
	Total predictions: 13000	True positives: 1860	False positives: 8954	False negatives:  140	True negatives: 2046

['poi', 'deferral_payments', 'director_fees', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.29743	Precision: 0.15680	Recall: 0.89500	F1: 0.26685	F2: 0.46096
	Total predictions: 14000	True positives: 1790	False positives: 9626	False negatives:  210	True negatives: 2374

['poi', 'deferral_payments', 'director_fees', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.29943	Precision: 0.16111	Recall: 0.92800	F1: 0.27456	F2: 0.47541
	Total predictions: 14000	True positives: 1856	False positives: 9664	False negatives:  144	True negatives: 2336

['poi', 'deferral_payments', 'director_fees', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.29264	Precision: 0.15492	Recall: 0.88700	F1: 0.26377	F2: 0.45602
	Total predictions: 14000	True positives: 1774	False positives: 9677	False negatives:  226	True negatives: 2323

['poi', 'deferral_payments', 'director_fees', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.29885	Precision: 0.16537	Recall: 0.87900	F1: 0.27836	F2: 0.47179
	Total predictions: 13000	True positives: 1758	False positives: 8873	False negatives:  242	True negatives: 2127

['poi', 'deferral_payments', 'director_fees', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.30136	Precision: 0.15762	Recall: 0.89550	F1: 0.26805	F2: 0.46248
	Total predictions: 14000	True positives: 1791	False positives: 9572	False negatives:  209	True negatives: 2428

['poi', 'deferral_payments', 'director_fees', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.30007	Precision: 0.16106	Recall: 0.92650	F1: 0.27442	F2: 0.47501
	Total predictions: 14000	True positives: 1853	False positives: 9652	False negatives:  147	True negatives: 2348

['poi', 'deferral_payments', 'director_fees', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'restricted_stock', 'salary']
	Accuracy: 0.29436	Precision: 0.16123	Recall: 0.93750	F1: 0.27515	F2: 0.47761
	Total predictions: 14000	True positives: 1875	False positives: 9754	False negatives:  125	True negatives: 2246

['poi', 'deferral_payments', 'director_fees', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'restricted_stock', 'total_payments']
	Accuracy: 0.39579	Precision: 0.16030	Recall: 0.76200	F1: 0.26488	F2: 0.43525
	Total predictions: 14000	True positives: 1524	False positives: 7983	False negatives:  476	True negatives: 4017

['poi', 'deferral_payments', 'director_fees', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.29864	Precision: 0.16254	Recall: 0.94150	F1: 0.27722	F2: 0.48073
	Total predictions: 14000	True positives: 1883	False positives: 9702	False negatives:  117	True negatives: 2298

['poi', 'deferral_payments', 'director_fees', 'salary', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'salary', 'total_payments']
	Accuracy: 0.33808	Precision: 0.17370	Recall: 0.87900	F1: 0.29008	F2: 0.48507
	Total predictions: 13000	True positives: 1758	False positives: 8363	False negatives:  242	True negatives: 2637

['poi', 'deferral_payments', 'director_fees', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'salary', 'exercised_stock_options']
	Accuracy: 0.29586	Precision: 0.16199	Recall: 0.94150	F1: 0.27642	F2: 0.47977
	Total predictions: 14000	True positives: 1883	False positives: 9741	False negatives:  117	True negatives: 2259

['poi', 'deferral_payments', 'director_fees', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'director_fees', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.67807	Precision: 0.19568	Recall: 0.40300	F1: 0.26344	F2: 0.33254
	Total predictions: 14000	True positives:  806	False positives: 3313	False negatives: 1194	True negatives: 8687

['poi', 'deferral_payments', 'resto_dirfees', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'bonus', 'total_stock_value']
	Accuracy: 0.21293	Precision: 0.14656	Recall: 0.93500	F1: 0.25340	F2: 0.45041
	Total predictions: 14000	True positives: 1870	False positives: 10889	False negatives:  130	True negatives: 1111

['poi', 'deferral_payments', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.22908	Precision: 0.17098	Recall: 0.94200	F1: 0.28942	F2: 0.49529
	Total predictions: 12000	True positives: 1884	False positives: 9135	False negatives:  116	True negatives:  865

['poi', 'deferral_payments', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.22325	Precision: 0.16291	Recall: 0.88450	F1: 0.27514	F2: 0.46901
	Total predictions: 12000	True positives: 1769	False positives: 9090	False negatives:  231	True negatives:  910

['poi', 'deferral_payments', 'resto_dirfees', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'bonus', 'restricted_stock']
	Accuracy: 0.21400	Precision: 0.15684	Recall: 0.93900	F1: 0.26878	F2: 0.47011
	Total predictions: 13000	True positives: 1878	False positives: 10096	False negatives:  122	True negatives:  904

['poi', 'deferral_payments', 'resto_dirfees', 'bonus', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'bonus', 'salary']
	Accuracy: 0.24236	Precision: 0.18625	Recall: 0.94000	F1: 0.31090	F2: 0.51951
	Total predictions: 11000	True positives: 1880	False positives: 8214	False negatives:  120	True negatives:  786

['poi', 'deferral_payments', 'resto_dirfees', 'bonus', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'bonus', 'total_payments']
	Accuracy: 0.23877	Precision: 0.14624	Recall: 0.81600	F1: 0.24802	F2: 0.42589
	Total predictions: 13000	True positives: 1632	False positives: 9528	False negatives:  368	True negatives: 1472

['poi', 'deferral_payments', 'resto_dirfees', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'bonus', 'exercised_stock_options']
	Accuracy: 0.22077	Precision: 0.15800	Recall: 0.93900	F1: 0.27049	F2: 0.47219
	Total predictions: 13000	True positives: 1878	False positives: 10008	False negatives:  122	True negatives:  992

['poi', 'deferral_payments', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.20064	Precision: 0.14576	Recall: 0.94550	F1: 0.25259	F2: 0.45082
	Total predictions: 14000	True positives: 1891	False positives: 11082	False negatives:  109	True negatives:  918

['poi', 'deferral_payments', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.20200	Precision: 0.14641	Recall: 0.94950	F1: 0.25371	F2: 0.45279
	Total predictions: 14000	True positives: 1899	False positives: 11071	False negatives:  101	True negatives:  929

['poi', 'deferral_payments', 'resto_dirfees', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.22015	Precision: 0.15628	Recall: 0.92500	F1: 0.26738	F2: 0.46628
	Total predictions: 13000	True positives: 1850	False positives: 9988	False negatives:  150	True negatives: 1012

['poi', 'deferral_payments', 'resto_dirfees', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'total_stock_value', 'salary']
	Accuracy: 0.20607	Precision: 0.14668	Recall: 0.94600	F1: 0.25398	F2: 0.45265
	Total predictions: 14000	True positives: 1892	False positives: 11007	False negatives:  108	True negatives:  993

['poi', 'deferral_payments', 'resto_dirfees', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'total_stock_value', 'total_payments']
	Accuracy: 0.24407	Precision: 0.13131	Recall: 0.83150	F1: 0.22680	F2: 0.40237
	Total predictions: 15000	True positives: 1663	False positives: 11002	False negatives:  337	True negatives: 1998

['poi', 'deferral_payments', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.25915	Precision: 0.15814	Recall: 0.88250	F1: 0.26822	F2: 0.46057
	Total predictions: 13000	True positives: 1765	False positives: 9396	False negatives:  235	True negatives: 1604

['poi', 'deferral_payments', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.16550	Precision: 0.09630	Recall: 0.87600	F1: 0.17352	F2: 0.33443
	Total predictions: 10000	True positives:  876	False positives: 8221	False negatives:  124	True negatives:  779

['poi', 'deferral_payments', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.21485	Precision: 0.15612	Recall: 0.93150	F1: 0.26742	F2: 0.46732
	Total predictions: 13000	True positives: 1863	False positives: 10070	False negatives:  137	True negatives:  930

['poi', 'deferral_payments', 'resto_dirfees', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.22783	Precision: 0.16979	Recall: 0.93400	F1: 0.28734	F2: 0.49153
	Total predictions: 12000	True positives: 1868	False positives: 9134	False negatives:  132	True negatives:  866

['poi', 'deferral_payments', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.23279	Precision: 0.13751	Recall: 0.82900	F1: 0.23590	F2: 0.41332
	Total predictions: 14000	True positives: 1658	False positives: 10399	False negatives:  342	True negatives: 1601

['poi', 'deferral_payments', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.21654	Precision: 0.15762	Recall: 0.94200	F1: 0.27005	F2: 0.47211
	Total predictions: 13000	True positives: 1884	False positives: 10069	False negatives:  116	True negatives:  931

['poi', 'deferral_payments', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.20746	Precision: 0.14773	Recall: 0.87050	F1: 0.25259	F2: 0.43998
	Total predictions: 13000	True positives: 1741	False positives: 10044	False negatives:  259	True negatives:  956

['poi', 'deferral_payments', 'resto_dirfees', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.22733	Precision: 0.16327	Recall: 0.88150	F1: 0.27551	F2: 0.46893
	Total predictions: 12000	True positives: 1763	False positives: 9035	False negatives:  237	True negatives:  965

['poi', 'deferral_payments', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.24538	Precision: 0.14744	Recall: 0.81650	F1: 0.24977	F2: 0.42802
	Total predictions: 13000	True positives: 1633	False positives: 9443	False negatives:  367	True negatives: 1557

['poi', 'deferral_payments', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.21454	Precision: 0.15733	Recall: 0.94250	F1: 0.26965	F2: 0.47170
	Total predictions: 13000	True positives: 1885	False positives: 10096	False negatives:  115	True negatives:  904

['poi', 'deferral_payments', 'resto_dirfees', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'restricted_stock', 'salary']
	Accuracy: 0.21415	Precision: 0.15658	Recall: 0.93650	F1: 0.26830	F2: 0.46914
	Total predictions: 13000	True positives: 1873	False positives: 10089	False negatives:  127	True negatives:  911

['poi', 'deferral_payments', 'resto_dirfees', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'restricted_stock', 'total_payments']
	Accuracy: 0.22850	Precision: 0.13587	Recall: 0.82100	F1: 0.23316	F2: 0.40876
	Total predictions: 14000	True positives: 1642	False positives: 10443	False negatives:  358	True negatives: 1557

['poi', 'deferral_payments', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.21654	Precision: 0.15612	Recall: 0.92900	F1: 0.26732	F2: 0.46681
	Total predictions: 13000	True positives: 1858	False positives: 10043	False negatives:  142	True negatives:  957

['poi', 'deferral_payments', 'resto_dirfees', 'salary', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'salary', 'total_payments']
	Accuracy: 0.24015	Precision: 0.14761	Recall: 0.82500	F1: 0.25042	F2: 0.43018
	Total predictions: 13000	True positives: 1650	False positives: 9528	False negatives:  350	True negatives: 1472

['poi', 'deferral_payments', 'resto_dirfees', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'salary', 'exercised_stock_options']
	Accuracy: 0.21346	Precision: 0.15617	Recall: 0.93400	F1: 0.26760	F2: 0.46791
	Total predictions: 13000	True positives: 1868	False positives: 10093	False negatives:  132	True negatives:  907

['poi', 'deferral_payments', 'resto_dirfees', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'resto_dirfees', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.24993	Precision: 0.14025	Recall: 0.82850	F1: 0.23988	F2: 0.41812
	Total predictions: 14000	True positives: 1657	False positives: 10158	False negatives:  343	True negatives: 1842

['poi', 'deferral_payments', 'bonus', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferral_payments', 'bonus', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.84654	Precision: 0.50260	Recall: 0.24200	F1: 0.32670	F2: 0.27000
	Total predictions: 13000	True positives:  484	False positives:  479	False negatives: 1516	True negatives: 10521

['poi', 'deferral_payments', 'bonus', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'bonus', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.86243	Precision: 0.54084	Recall: 0.24500	F1: 0.33723	F2: 0.27510
	Total predictions: 14000	True positives:  490	False positives:  416	False negatives: 1510	True negatives: 11584

['poi', 'deferral_payments', 'bonus', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'bonus', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.86464	Precision: 0.55142	Recall: 0.28150	F1: 0.37272	F2: 0.31205
	Total predictions: 14000	True positives:  563	False positives:  458	False negatives: 1437	True negatives: 11542

['poi', 'deferral_payments', 'bonus', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'bonus', 'total_stock_value', 'salary']
	Accuracy: 0.83985	Precision: 0.46154	Recall: 0.24600	F1: 0.32094	F2: 0.27134
	Total predictions: 13000	True positives:  492	False positives:  574	False negatives: 1508	True negatives: 10426

['poi', 'deferral_payments', 'bonus', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'bonus', 'total_stock_value', 'total_payments']
	Accuracy: 0.84953	Precision: 0.37085	Recall: 0.18450	F1: 0.24641	F2: 0.20511
	Total predictions: 15000	True positives:  369	False positives:  626	False negatives: 1631	True negatives: 12374

['poi', 'deferral_payments', 'bonus', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'bonus', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.83892	Precision: 0.45962	Recall: 0.26750	F1: 0.33818	F2: 0.29190
	Total predictions: 13000	True positives:  535	False positives:  629	False negatives: 1465	True negatives: 10371

['poi', 'deferral_payments', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.79708	Precision: 0.26333	Recall: 0.12100	F1: 0.16581	F2: 0.13567
	Total predictions: 12000	True positives:  242	False positives:  677	False negatives: 1758	True negatives: 9323

['poi', 'deferral_payments', 'bonus', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'bonus', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.81323	Precision: 0.26890	Recall: 0.12450	F1: 0.17020	F2: 0.13948
	Total predictions: 13000	True positives:  249	False positives:  677	False negatives: 1751	True negatives: 10323

['poi', 'deferral_payments', 'bonus', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'bonus', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.80575	Precision: 0.32921	Recall: 0.15950	F1: 0.21489	F2: 0.17783
	Total predictions: 12000	True positives:  319	False positives:  650	False negatives: 1681	True negatives: 9350

['poi', 'deferral_payments', 'bonus', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'bonus', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.82277	Precision: 0.23611	Recall: 0.06800	F1: 0.10559	F2: 0.07929
	Total predictions: 13000	True positives:  136	False positives:  440	False negatives: 1864	True negatives: 10560

['poi', 'deferral_payments', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.84054	Precision: 0.46586	Recall: 0.24900	F1: 0.32454	F2: 0.27456
	Total predictions: 13000	True positives:  498	False positives:  571	False negatives: 1502	True negatives: 10429

['poi', 'deferral_payments', 'bonus', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'bonus', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.80292	Precision: 0.21501	Recall: 0.10600	F1: 0.14200	F2: 0.11796
	Total predictions: 13000	True positives:  212	False positives:  774	False negatives: 1788	True negatives: 10226

['poi', 'deferral_payments', 'bonus', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'bonus', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.79100	Precision: 0.22511	Recall: 0.10400	F1: 0.14227	F2: 0.11654
	Total predictions: 12000	True positives:  208	False positives:  716	False negatives: 1792	True negatives: 9284

['poi', 'deferral_payments', 'bonus', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'bonus', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.82708	Precision: 0.26336	Recall: 0.06900	F1: 0.10935	F2: 0.08095
	Total predictions: 13000	True positives:  138	False positives:  386	False negatives: 1862	True negatives: 10614

['poi', 'deferral_payments', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.84723	Precision: 0.50710	Recall: 0.25000	F1: 0.33490	F2: 0.27821
	Total predictions: 13000	True positives:  500	False positives:  486	False negatives: 1500	True negatives: 10514

['poi', 'deferral_payments', 'bonus', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'bonus', 'restricted_stock', 'salary']
	Accuracy: 0.81631	Precision: 0.29876	Recall: 0.14400	F1: 0.19433	F2: 0.16064
	Total predictions: 13000	True positives:  288	False positives:  676	False negatives: 1712	True negatives: 10324

['poi', 'deferral_payments', 'bonus', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'bonus', 'restricted_stock', 'total_payments']
	Accuracy: 0.82529	Precision: 0.20658	Recall: 0.07850	F1: 0.11377	F2: 0.08961
	Total predictions: 14000	True positives:  157	False positives:  603	False negatives: 1843	True negatives: 11397

['poi', 'deferral_payments', 'bonus', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'bonus', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.85879	Precision: 0.51043	Recall: 0.28150	F1: 0.36287	F2: 0.30924
	Total predictions: 14000	True positives:  563	False positives:  540	False negatives: 1437	True negatives: 11460

['poi', 'deferral_payments', 'bonus', 'salary', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'bonus', 'salary', 'total_payments']
	Accuracy: 0.81508	Precision: 0.21788	Recall: 0.07800	F1: 0.11487	F2: 0.08949
	Total predictions: 13000	True positives:  156	False positives:  560	False negatives: 1844	True negatives: 10440

['poi', 'deferral_payments', 'bonus', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'bonus', 'salary', 'exercised_stock_options']
	Accuracy: 0.83323	Precision: 0.42279	Recall: 0.23000	F1: 0.29793	F2: 0.25308
	Total predictions: 13000	True positives:  460	False positives:  628	False negatives: 1540	True negatives: 10372

['poi', 'deferral_payments', 'bonus', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'bonus', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84757	Precision: 0.42386	Recall: 0.18650	F1: 0.25903	F2: 0.21002
	Total predictions: 14000	True positives:  373	False positives:  507	False negatives: 1627	True negatives: 11493

['poi', 'deferral_payments', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferral_payments', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.87571	Precision: 0.65366	Recall: 0.27650	F1: 0.38862	F2: 0.31257
	Total predictions: 14000	True positives:  553	False positives:  293	False negatives: 1447	True negatives: 11707

['poi', 'deferral_payments', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.87386	Precision: 0.64268	Recall: 0.26350	F1: 0.37376	F2: 0.29875
	Total predictions: 14000	True positives:  527	False positives:  293	False negatives: 1473	True negatives: 11707

['poi', 'deferral_payments', 'total_stock_value', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'total_stock_value', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.84508	Precision: 0.49294	Recall: 0.24450	F1: 0.32687	F2: 0.27191
	Total predictions: 13000	True positives:  489	False positives:  503	False negatives: 1511	True negatives: 10497

['poi', 'deferral_payments', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.85320	Precision: 0.39255	Recall: 0.18450	F1: 0.25102	F2: 0.20638
	Total predictions: 15000	True positives:  369	False positives:  571	False negatives: 1631	True negatives: 12429

['poi', 'deferral_payments', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.85664	Precision: 0.49686	Recall: 0.27650	F1: 0.35528	F2: 0.30341
	Total predictions: 14000	True positives:  553	False positives:  560	False negatives: 1447	True negatives: 11440

['poi', 'deferral_payments', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.87371	Precision: 0.63272	Recall: 0.27650	F1: 0.38483	F2: 0.31158
	Total predictions: 14000	True positives:  553	False positives:  321	False negatives: 1447	True negatives: 11679

['poi', 'deferral_payments', 'total_stock_value', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'total_stock_value', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.85779	Precision: 0.50460	Recall: 0.24700	F1: 0.33165	F2: 0.27509
	Total predictions: 14000	True positives:  494	False positives:  485	False negatives: 1506	True negatives: 11515

['poi', 'deferral_payments', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.85380	Precision: 0.39612	Recall: 0.18400	F1: 0.25128	F2: 0.20607
	Total predictions: 15000	True positives:  368	False positives:  561	False negatives: 1632	True negatives: 12439

['poi', 'deferral_payments', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.84700	Precision: 0.50520	Recall: 0.26700	F1: 0.34936	F2: 0.29480
	Total predictions: 13000	True positives:  534	False positives:  523	False negatives: 1466	True negatives: 10477

['poi', 'deferral_payments', 'total_stock_value', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'total_stock_value', 'restricted_stock', 'salary']
	Accuracy: 0.86829	Precision: 0.58263	Recall: 0.27500	F1: 0.37364	F2: 0.30747
	Total predictions: 14000	True positives:  550	False positives:  394	False negatives: 1450	True negatives: 11606

['poi', 'deferral_payments', 'total_stock_value', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'total_stock_value', 'restricted_stock', 'total_payments']
	Accuracy: 0.85493	Precision: 0.40222	Recall: 0.18100	F1: 0.24966	F2: 0.20337
	Total predictions: 15000	True positives:  362	False positives:  538	False negatives: 1638	True negatives: 12462

['poi', 'deferral_payments', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.85008	Precision: 0.52320	Recall: 0.28750	F1: 0.37109	F2: 0.31597
	Total predictions: 13000	True positives:  575	False positives:  524	False negatives: 1425	True negatives: 10476

['poi', 'deferral_payments', 'total_stock_value', 'salary', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'total_stock_value', 'salary', 'total_payments']
	Accuracy: 0.84773	Precision: 0.35772	Recall: 0.17850	F1: 0.23816	F2: 0.19838
	Total predictions: 15000	True positives:  357	False positives:  641	False negatives: 1643	True negatives: 12359

['poi', 'deferral_payments', 'total_stock_value', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'total_stock_value', 'salary', 'exercised_stock_options']
	Accuracy: 0.84377	Precision: 0.48590	Recall: 0.26700	F1: 0.34463	F2: 0.29344
	Total predictions: 13000	True positives:  534	False positives:  565	False negatives: 1466	True negatives: 10435

['poi', 'deferral_payments', 'total_stock_value', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'total_stock_value', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84893	Precision: 0.38824	Recall: 0.23100	F1: 0.28966	F2: 0.25136
	Total predictions: 15000	True positives:  462	False positives:  728	False negatives: 1538	True negatives: 12272

['poi', 'deferral_payments', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'deferral_payments', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.80831	Precision: 0.19554	Recall: 0.07900	F1: 0.11254	F2: 0.08969
	Total predictions: 13000	True positives:  158	False positives:  650	False negatives: 1842	True negatives: 10350

['poi', 'deferral_payments', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.78375	Precision: 0.21367	Recall: 0.11100	F1: 0.14610	F2: 0.12280
	Total predictions: 12000	True positives:  222	False positives:  817	False negatives: 1778	True negatives: 9183

['poi', 'deferral_payments', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.83064	Precision: 0.10448	Recall: 0.02450	F1: 0.03969	F2: 0.02893
	Total predictions: 14000	True positives:   49	False positives:  420	False negatives: 1951	True negatives: 11580

['poi', 'deferral_payments', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.85792	Precision: 0.57051	Recall: 0.30950	F1: 0.40130	F2: 0.34067
	Total predictions: 13000	True positives:  619	False positives:  466	False negatives: 1381	True negatives: 10534

['poi', 'deferral_payments', 'from_poi_to_this_person', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'from_poi_to_this_person', 'restricted_stock', 'salary']
	Accuracy: 0.80662	Precision: 0.24248	Recall: 0.12100	F1: 0.16144	F2: 0.13447
	Total predictions: 13000	True positives:  242	False positives:  756	False negatives: 1758	True negatives: 10244

['poi', 'deferral_payments', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']
	Accuracy: 0.82493	Precision: 0.16887	Recall: 0.05750	F1: 0.08579	F2: 0.06624
	Total predictions: 14000	True positives:  115	False positives:  566	False negatives: 1885	True negatives: 11434

['poi', 'deferral_payments', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.85950	Precision: 0.51616	Recall: 0.26350	F1: 0.34889	F2: 0.29210
	Total predictions: 14000	True positives:  527	False positives:  494	False negatives: 1473	True negatives: 11506

['poi', 'deferral_payments', 'from_poi_to_this_person', 'salary', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'from_poi_to_this_person', 'salary', 'total_payments']
	Accuracy: 0.82354	Precision: 0.21176	Recall: 0.05400	F1: 0.08606	F2: 0.06345
	Total predictions: 13000	True positives:  108	False positives:  402	False negatives: 1892	True negatives: 10598

['poi', 'deferral_payments', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']
	Accuracy: 0.85138	Precision: 0.53505	Recall: 0.25950	F1: 0.34949	F2: 0.28930
	Total predictions: 13000	True positives:  519	False positives:  451	False negatives: 1481	True negatives: 10549

['poi', 'deferral_payments', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84471	Precision: 0.40397	Recall: 0.18300	F1: 0.25189	F2: 0.20548
	Total predictions: 14000	True positives:  366	False positives:  540	False negatives: 1634	True negatives: 11460

['poi', 'deferral_payments', 'from_this_person_to_poi', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'deferral_payments', 'from_this_person_to_poi', 'restricted_stock', 'salary']
	Accuracy: 0.80677	Precision: 0.23222	Recall: 0.11100	F1: 0.15020	F2: 0.12394
	Total predictions: 13000	True positives:  222	False positives:  734	False negatives: 1778	True negatives: 10266

['poi', 'deferral_payments', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']
	Accuracy: 0.82614	Precision: 0.18822	Recall: 0.06550	F1: 0.09718	F2: 0.07532
	Total predictions: 14000	True positives:  131	False positives:  565	False negatives: 1869	True negatives: 11435

['poi', 'deferral_payments', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.86307	Precision: 0.54057	Recall: 0.27650	F1: 0.36586	F2: 0.30644
	Total predictions: 14000	True positives:  553	False positives:  470	False negatives: 1447	True negatives: 11530

['poi', 'deferral_payments', 'from_this_person_to_poi', 'salary', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'from_this_person_to_poi', 'salary', 'total_payments']
	Accuracy: 0.82638	Precision: 0.24453	Recall: 0.06150	F1: 0.09828	F2: 0.07233
	Total predictions: 13000	True positives:  123	False positives:  380	False negatives: 1877	True negatives: 10620

['poi', 'deferral_payments', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']
	Accuracy: 0.84546	Precision: 0.49528	Recall: 0.23600	F1: 0.31967	F2: 0.26360
	Total predictions: 13000	True positives:  472	False positives:  481	False negatives: 1528	True negatives: 10519

['poi', 'deferral_payments', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84700	Precision: 0.42022	Recall: 0.18700	F1: 0.25882	F2: 0.21035
	Total predictions: 14000	True positives:  374	False positives:  516	False negatives: 1626	True negatives: 11484

['poi', 'deferral_payments', 'restricted_stock', 'salary', 'total_payments']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock', 'salary', 'total_payments']
	Accuracy: 0.82429	Precision: 0.18579	Recall: 0.06800	F1: 0.09956	F2: 0.07787
	Total predictions: 14000	True positives:  136	False positives:  596	False negatives: 1864	True negatives: 11404

['poi', 'deferral_payments', 'restricted_stock', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock', 'salary', 'exercised_stock_options']
	Accuracy: 0.86086	Precision: 0.52471	Recall: 0.27600	F1: 0.36173	F2: 0.30490
	Total predictions: 14000	True positives:  552	False positives:  500	False negatives: 1448	True negatives: 11500

['poi', 'deferral_payments', 'restricted_stock', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'restricted_stock', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85213	Precision: 0.38550	Recall: 0.18350	F1: 0.24864	F2: 0.20498
	Total predictions: 15000	True positives:  367	False positives:  585	False negatives: 1633	True negatives: 12415

['poi', 'deferral_payments', 'salary', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'deferral_payments', 'salary', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84214	Precision: 0.38636	Recall: 0.17850	F1: 0.24419	F2: 0.20002
	Total predictions: 14000	True positives:  357	False positives:  567	False negatives: 1643	True negatives: 11433

['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred']
	Accuracy: 0.30675	Precision: 0.19382	Recall: 1.00000	F1: 0.32470	F2: 0.54588
	Total predictions: 12000	True positives: 2000	False positives: 8319	False negatives:    0	True negatives: 1681

['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi']
	Accuracy: 0.83000	Precision: 0.42045	Recall: 0.27750	F1: 0.33434	F2: 0.29775
	Total predictions: 13000	True positives:  555	False positives:  765	False negatives: 1445	True negatives: 10235

['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'from_messages']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'from_messages']
	Accuracy: 0.83923	Precision: 0.46318	Recall: 0.28300	F1: 0.35133	F2: 0.30687
	Total predictions: 13000	True positives:  566	False positives:  656	False negatives: 1434	True negatives: 10344

['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'other']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'other']
	Accuracy: 0.83400	Precision: 0.50433	Recall: 0.23300	F1: 0.31874	F2: 0.26109
	Total predictions: 12000	True positives:  466	False positives:  458	False negatives: 1534	True negatives: 9542

['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'director_fees']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'director_fees']
	Accuracy: 0.30192	Precision: 0.19273	Recall: 1.00000	F1: 0.32318	F2: 0.54416
	Total predictions: 12000	True positives: 2000	False positives: 8377	False negatives:    0	True negatives: 1623

['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'resto_dirfees']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'resto_dirfees']
	Accuracy: 0.20067	Precision: 0.17253	Recall: 1.00000	F1: 0.29429	F2: 0.51041
	Total predictions: 12000	True positives: 2000	False positives: 9592	False negatives:    0	True negatives:  408

['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'bonus']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'bonus']
	Accuracy: 0.85050	Precision: 0.58541	Recall: 0.35300	F1: 0.44042	F2: 0.38345
	Total predictions: 12000	True positives:  706	False positives:  500	False negatives: 1294	True negatives: 9500

['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'total_stock_value']
	Accuracy: 0.86357	Precision: 0.53016	Recall: 0.39550	F1: 0.45304	F2: 0.41667
	Total predictions: 14000	True positives:  791	False positives:  701	False negatives: 1209	True negatives: 11299

['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person']
	Accuracy: 0.84131	Precision: 0.47234	Recall: 0.26900	F1: 0.34278	F2: 0.29434
	Total predictions: 13000	True positives:  538	False positives:  601	False negatives: 1462	True negatives: 10399

['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'from_this_person_to_poi']
	Accuracy: 0.83038	Precision: 0.41465	Recall: 0.24900	F1: 0.31115	F2: 0.27062
	Total predictions: 13000	True positives:  498	False positives:  703	False negatives: 1502	True negatives: 10297

['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'restricted_stock']
	Accuracy: 0.85193	Precision: 0.47376	Recall: 0.32950	F1: 0.38868	F2: 0.35087
	Total predictions: 14000	True positives:  659	False positives:  732	False negatives: 1341	True negatives: 11268

['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'salary']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'salary']
	Accuracy: 0.84742	Precision: 0.57191	Recall: 0.33600	F1: 0.42331	F2: 0.36621
	Total predictions: 12000	True positives:  672	False positives:  503	False negatives: 1328	True negatives: 9497

['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'total_payments']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'total_payments']
	Accuracy: 0.83354	Precision: 0.41126	Recall: 0.19000	F1: 0.25992	F2: 0.21291
	Total predictions: 13000	True positives:  380	False positives:  544	False negatives: 1620	True negatives: 10456

['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'exercised_stock_options']
	Accuracy: 0.86607	Precision: 0.54374	Recall: 0.38850	F1: 0.45319	F2: 0.41203
	Total predictions: 14000	True positives:  777	False positives:  652	False negatives: 1223	True negatives: 11348

['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi']
	Accuracy: 0.28462	Precision: 0.17699	Recall: 1.00000	F1: 0.30075	F2: 0.51813
	Total predictions: 13000	True positives: 2000	False positives: 9300	False negatives:    0	True negatives: 1700

['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'from_messages']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'from_messages']
	Accuracy: 0.30500	Precision: 0.17428	Recall: 0.94100	F1: 0.29409	F2: 0.50056
	Total predictions: 13000	True positives: 1882	False positives: 8917	False negatives:  118	True negatives: 2083

['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'other']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'other']
	Accuracy: 0.29675	Precision: 0.18476	Recall: 0.94350	F1: 0.30901	F2: 0.51804
	Total predictions: 12000	True positives: 1887	False positives: 8326	False negatives:  113	True negatives: 1674

['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'director_fees']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'director_fees']
	Accuracy: 0.42133	Precision: 0.22361	Recall: 1.00000	F1: 0.36550	F2: 0.59018
	Total predictions: 12000	True positives: 2000	False positives: 6944	False negatives:    0	True negatives: 3056

['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees']
	Accuracy: 0.32175	Precision: 0.19726	Recall: 1.00000	F1: 0.32952	F2: 0.55130
	Total predictions: 12000	True positives: 2000	False positives: 8139	False negatives:    0	True negatives: 1861

['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'bonus']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'bonus']
	Accuracy: 0.31258	Precision: 0.19514	Recall: 1.00000	F1: 0.32656	F2: 0.54798
	Total predictions: 12000	True positives: 2000	False positives: 8249	False negatives:    0	True negatives: 1751

['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'total_stock_value']
	Accuracy: 0.26179	Precision: 0.16214	Recall: 1.00000	F1: 0.27904	F2: 0.49176
	Total predictions: 14000	True positives: 2000	False positives: 10335	False negatives:    0	True negatives: 1665

['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'from_poi_to_this_person']
	Accuracy: 0.28738	Precision: 0.17756	Recall: 1.00000	F1: 0.30157	F2: 0.51910
	Total predictions: 13000	True positives: 2000	False positives: 9264	False negatives:    0	True negatives: 1736

['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'from_this_person_to_poi']
	Accuracy: 0.28877	Precision: 0.17290	Recall: 0.95750	F1: 0.29290	F2: 0.50194
	Total predictions: 13000	True positives: 1915	False positives: 9161	False negatives:   85	True negatives: 1839

['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'restricted_stock']
	Accuracy: 0.27614	Precision: 0.16438	Recall: 0.99600	F1: 0.28219	F2: 0.49508
	Total predictions: 14000	True positives: 1992	False positives: 10126	False negatives:    8	True negatives: 1874

['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'salary']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'salary']
	Accuracy: 0.30267	Precision: 0.19195	Recall: 0.99200	F1: 0.32166	F2: 0.54101
	Total predictions: 12000	True positives: 1984	False positives: 8352	False negatives:   16	True negatives: 1648

['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'total_payments']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'total_payments']
	Accuracy: 0.27715	Precision: 0.16975	Recall: 0.95050	F1: 0.28805	F2: 0.49508
	Total predictions: 13000	True positives: 1901	False positives: 9298	False negatives:   99	True negatives: 1702

['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'exercised_stock_options']
	Accuracy: 0.26614	Precision: 0.16295	Recall: 1.00000	F1: 0.28023	F2: 0.49324
	Total predictions: 14000	True positives: 2000	False positives: 10274	False negatives:    0	True negatives: 1726

['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'from_messages']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'from_messages']
	Accuracy: 0.82554	Precision: 0.37796	Recall: 0.20750	F1: 0.26791	F2: 0.22807
	Total predictions: 13000	True positives:  415	False positives:  683	False negatives: 1585	True negatives: 10317

['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'other']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'other']
	Accuracy: 0.83346	Precision: 0.40550	Recall: 0.17700	F1: 0.24643	F2: 0.19948
	Total predictions: 13000	True positives:  354	False positives:  519	False negatives: 1646	True negatives: 10481

['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'director_fees']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'director_fees']
	Accuracy: 0.27862	Precision: 0.17578	Recall: 1.00000	F1: 0.29900	F2: 0.51605
	Total predictions: 13000	True positives: 2000	False positives: 9378	False negatives:    0	True negatives: 1622

['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees']
	Accuracy: 0.18685	Precision: 0.15910	Recall: 1.00000	F1: 0.27452	F2: 0.48612
	Total predictions: 13000	True positives: 2000	False positives: 10571	False negatives:    0	True negatives:  429

['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'bonus']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'bonus']
	Accuracy: 0.84308	Precision: 0.48428	Recall: 0.30800	F1: 0.37653	F2: 0.33218
	Total predictions: 13000	True positives:  616	False positives:  656	False negatives: 1384	True negatives: 10344

['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value']
	Accuracy: 0.84907	Precision: 0.46246	Recall: 0.34800	F1: 0.39715	F2: 0.36612
	Total predictions: 14000	True positives:  696	False positives:  809	False negatives: 1304	True negatives: 11191

['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'from_poi_to_this_person']
	Accuracy: 0.80454	Precision: 0.26580	Recall: 0.15350	F1: 0.19461	F2: 0.16767
	Total predictions: 13000	True positives:  307	False positives:  848	False negatives: 1693	True negatives: 10152

['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'from_this_person_to_poi']
	Accuracy: 0.80969	Precision: 0.27933	Recall: 0.15000	F1: 0.19519	F2: 0.16531
	Total predictions: 13000	True positives:  300	False positives:  774	False negatives: 1700	True negatives: 10226

['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'restricted_stock']
	Accuracy: 0.83236	Precision: 0.37773	Recall: 0.26800	F1: 0.31354	F2: 0.28453
	Total predictions: 14000	True positives:  536	False positives:  883	False negatives: 1464	True negatives: 11117

['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'salary']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'salary']
	Accuracy: 0.83862	Precision: 0.46465	Recall: 0.32200	F1: 0.38039	F2: 0.34306
	Total predictions: 13000	True positives:  644	False positives:  742	False negatives: 1356	True negatives: 10258

['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'total_payments']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'total_payments']
	Accuracy: 0.84550	Precision: 0.40812	Recall: 0.18100	F1: 0.25078	F2: 0.20367
	Total predictions: 14000	True positives:  362	False positives:  525	False negatives: 1638	True negatives: 11475

['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'exercised_stock_options']
	Accuracy: 0.85657	Precision: 0.49710	Recall: 0.34300	F1: 0.40592	F2: 0.36567
	Total predictions: 14000	True positives:  686	False positives:  694	False negatives: 1314	True negatives: 11306

['poi', 'expenses', 'deferred_income', 'from_messages', 'other']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'from_messages', 'other']
	Accuracy: 0.84169	Precision: 0.46820	Recall: 0.21350	F1: 0.29327	F2: 0.23956
	Total predictions: 13000	True positives:  427	False positives:  485	False negatives: 1573	True negatives: 10515

['poi', 'expenses', 'deferred_income', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'from_messages', 'director_fees']
	Accuracy: 0.30169	Precision: 0.17376	Recall: 0.94250	F1: 0.29343	F2: 0.50005
	Total predictions: 13000	True positives: 1885	False positives: 8963	False negatives:  115	True negatives: 2037

['poi', 'expenses', 'deferred_income', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'from_messages', 'resto_dirfees']
	Accuracy: 0.21092	Precision: 0.15683	Recall: 0.94350	F1: 0.26896	F2: 0.47100
	Total predictions: 13000	True positives: 1887	False positives: 10145	False negatives:  113	True negatives:  855

['poi', 'expenses', 'deferred_income', 'from_messages', 'bonus']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'from_messages', 'bonus']
	Accuracy: 0.85115	Precision: 0.52666	Recall: 0.32100	F1: 0.39888	F2: 0.34819
	Total predictions: 13000	True positives:  642	False positives:  577	False negatives: 1358	True negatives: 10423

['poi', 'expenses', 'deferred_income', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'from_messages', 'total_stock_value']
	Accuracy: 0.87421	Precision: 0.58628	Recall: 0.40600	F1: 0.47976	F2: 0.43261
	Total predictions: 14000	True positives:  812	False positives:  573	False negatives: 1188	True negatives: 11427

['poi', 'expenses', 'deferred_income', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.82454	Precision: 0.37308	Recall: 0.20650	F1: 0.26585	F2: 0.22675
	Total predictions: 13000	True positives:  413	False positives:  694	False negatives: 1587	True negatives: 10306

['poi', 'expenses', 'deferred_income', 'from_messages', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'from_messages', 'from_this_person_to_poi']
	Accuracy: 0.79508	Precision: 0.29430	Recall: 0.23750	F1: 0.26287	F2: 0.24704
	Total predictions: 13000	True positives:  475	False positives: 1139	False negatives: 1525	True negatives: 9861

['poi', 'expenses', 'deferred_income', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'from_messages', 'restricted_stock']
	Accuracy: 0.85629	Precision: 0.49532	Recall: 0.31750	F1: 0.38696	F2: 0.34206
	Total predictions: 14000	True positives:  635	False positives:  647	False negatives: 1365	True negatives: 11353

['poi', 'expenses', 'deferred_income', 'from_messages', 'salary']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'from_messages', 'salary']
	Accuracy: 0.85346	Precision: 0.53968	Recall: 0.32300	F1: 0.40413	F2: 0.35120
	Total predictions: 13000	True positives:  646	False positives:  551	False negatives: 1354	True negatives: 10449

['poi', 'expenses', 'deferred_income', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'from_messages', 'total_payments']
	Accuracy: 0.85450	Precision: 0.47696	Recall: 0.19150	F1: 0.27328	F2: 0.21754
	Total predictions: 14000	True positives:  383	False positives:  420	False negatives: 1617	True negatives: 11580

['poi', 'expenses', 'deferred_income', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.87007	Precision: 0.56432	Recall: 0.39700	F1: 0.46610	F2: 0.42203
	Total predictions: 14000	True positives:  794	False positives:  613	False negatives: 1206	True negatives: 11387

['poi', 'expenses', 'deferred_income', 'other', 'director_fees']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'other', 'director_fees']
	Accuracy: 0.29267	Precision: 0.18252	Recall: 0.93250	F1: 0.30529	F2: 0.51186
	Total predictions: 12000	True positives: 1865	False positives: 8353	False negatives:  135	True negatives: 1647

['poi', 'expenses', 'deferred_income', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'other', 'resto_dirfees']
	Accuracy: 0.19567	Precision: 0.16450	Recall: 0.93800	F1: 0.27992	F2: 0.48341
	Total predictions: 12000	True positives: 1876	False positives: 9528	False negatives:  124	True negatives:  472

['poi', 'expenses', 'deferred_income', 'other', 'bonus']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'other', 'bonus']
	Accuracy: 0.83308	Precision: 0.49836	Recall: 0.22850	F1: 0.31334	F2: 0.25625
	Total predictions: 12000	True positives:  457	False positives:  460	False negatives: 1543	True negatives: 9540

['poi', 'expenses', 'deferred_income', 'other', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'other', 'total_stock_value']
	Accuracy: 0.86753	Precision: 0.50577	Recall: 0.28500	F1: 0.36457	F2: 0.31226
	Total predictions: 15000	True positives:  570	False positives:  557	False negatives: 1430	True negatives: 12443

['poi', 'expenses', 'deferred_income', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'other', 'from_poi_to_this_person']
	Accuracy: 0.83508	Precision: 0.41388	Recall: 0.17300	F1: 0.24401	F2: 0.19579
	Total predictions: 13000	True positives:  346	False positives:  490	False negatives: 1654	True negatives: 10510

['poi', 'expenses', 'deferred_income', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'other', 'from_this_person_to_poi']
	Accuracy: 0.82392	Precision: 0.35088	Recall: 0.17000	F1: 0.22903	F2: 0.18954
	Total predictions: 13000	True positives:  340	False positives:  629	False negatives: 1660	True negatives: 10371

['poi', 'expenses', 'deferred_income', 'other', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'other', 'restricted_stock']
	Accuracy: 0.84871	Precision: 0.44402	Recall: 0.23400	F1: 0.30648	F2: 0.25845
	Total predictions: 14000	True positives:  468	False positives:  586	False negatives: 1532	True negatives: 11414

['poi', 'expenses', 'deferred_income', 'other', 'salary']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'other', 'salary']
	Accuracy: 0.83892	Precision: 0.54012	Recall: 0.22550	F1: 0.31817	F2: 0.25523
	Total predictions: 12000	True positives:  451	False positives:  384	False negatives: 1549	True negatives: 9616

['poi', 'expenses', 'deferred_income', 'other', 'total_payments']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'other', 'total_payments']
	Accuracy: 0.82769	Precision: 0.35612	Recall: 0.14850	F1: 0.20960	F2: 0.16810
	Total predictions: 13000	True positives:  297	False positives:  537	False negatives: 1703	True negatives: 10463

['poi', 'expenses', 'deferred_income', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'other', 'exercised_stock_options']
	Accuracy: 0.86057	Precision: 0.52162	Recall: 0.28950	F1: 0.37235	F2: 0.31778
	Total predictions: 14000	True positives:  579	False positives:  531	False negatives: 1421	True negatives: 11469

['poi', 'expenses', 'deferred_income', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'director_fees', 'resto_dirfees']
	Accuracy: 0.33191	Precision: 0.21393	Recall: 1.00000	F1: 0.35245	F2: 0.57640
	Total predictions: 11000	True positives: 2000	False positives: 7349	False negatives:    0	True negatives: 1651

['poi', 'expenses', 'deferred_income', 'director_fees', 'bonus']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'director_fees', 'bonus']
	Accuracy: 0.30575	Precision: 0.19359	Recall: 1.00000	F1: 0.32439	F2: 0.54552
	Total predictions: 12000	True positives: 2000	False positives: 8331	False negatives:    0	True negatives: 1669

['poi', 'expenses', 'deferred_income', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'director_fees', 'total_stock_value']
	Accuracy: 0.42827	Precision: 0.18739	Recall: 0.98550	F1: 0.31491	F2: 0.53218
	Total predictions: 15000	True positives: 1971	False positives: 8547	False negatives:   29	True negatives: 4453

['poi', 'expenses', 'deferred_income', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.30108	Precision: 0.19255	Recall: 1.00000	F1: 0.32292	F2: 0.54386
	Total predictions: 12000	True positives: 2000	False positives: 8387	False negatives:    0	True negatives: 1613

['poi', 'expenses', 'deferred_income', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.29750	Precision: 0.18530	Recall: 0.94650	F1: 0.30992	F2: 0.51960
	Total predictions: 12000	True positives: 1893	False positives: 8323	False negatives:  107	True negatives: 1677

['poi', 'expenses', 'deferred_income', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'director_fees', 'restricted_stock']
	Accuracy: 0.25950	Precision: 0.16046	Recall: 0.98850	F1: 0.27610	F2: 0.48644
	Total predictions: 14000	True positives: 1977	False positives: 10344	False negatives:   23	True negatives: 1656

['poi', 'expenses', 'deferred_income', 'director_fees', 'salary']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'director_fees', 'salary']
	Accuracy: 0.29800	Precision: 0.19092	Recall: 0.99200	F1: 0.32021	F2: 0.53936
	Total predictions: 12000	True positives: 1984	False positives: 8408	False negatives:   16	True negatives: 1592

['poi', 'expenses', 'deferred_income', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'director_fees', 'total_payments']
	Accuracy: 0.58454	Precision: 0.20056	Recall: 0.56950	F1: 0.29665	F2: 0.41633
	Total predictions: 13000	True positives: 1139	False positives: 4540	False negatives:  861	True negatives: 6460

['poi', 'expenses', 'deferred_income', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.32064	Precision: 0.17295	Recall: 0.99300	F1: 0.29459	F2: 0.50968
	Total predictions: 14000	True positives: 1986	False positives: 9497	False negatives:   14	True negatives: 2503

['poi', 'expenses', 'deferred_income', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'resto_dirfees', 'bonus']
	Accuracy: 0.20342	Precision: 0.17303	Recall: 1.00000	F1: 0.29501	F2: 0.51127
	Total predictions: 12000	True positives: 2000	False positives: 9559	False negatives:    0	True negatives:  441

['poi', 'expenses', 'deferred_income', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.21629	Precision: 0.14920	Recall: 0.95400	F1: 0.25805	F2: 0.45892
	Total predictions: 14000	True positives: 1908	False positives: 10880	False negatives:   92	True negatives: 1120

['poi', 'expenses', 'deferred_income', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.19900	Precision: 0.17224	Recall: 1.00000	F1: 0.29386	F2: 0.50989
	Total predictions: 12000	True positives: 2000	False positives: 9612	False negatives:    0	True negatives:  388

['poi', 'expenses', 'deferred_income', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.19708	Precision: 0.16633	Recall: 0.95150	F1: 0.28316	F2: 0.48943
	Total predictions: 12000	True positives: 1903	False positives: 9538	False negatives:   97	True negatives:  462

['poi', 'expenses', 'deferred_income', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.17400	Precision: 0.14693	Recall: 0.99500	F1: 0.25605	F2: 0.46185
	Total predictions: 14000	True positives: 1990	False positives: 11554	False negatives:   10	True negatives:  446

['poi', 'expenses', 'deferred_income', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'resto_dirfees', 'salary']
	Accuracy: 0.20175	Precision: 0.17182	Recall: 0.99200	F1: 0.29291	F2: 0.50749
	Total predictions: 12000	True positives: 1984	False positives: 9563	False negatives:   16	True negatives:  437

['poi', 'expenses', 'deferred_income', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'resto_dirfees', 'total_payments']
	Accuracy: 0.23423	Precision: 0.15301	Recall: 0.87700	F1: 0.26057	F2: 0.45060
	Total predictions: 13000	True positives: 1754	False positives: 9709	False negatives:  246	True negatives: 1291

['poi', 'expenses', 'deferred_income', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.21679	Precision: 0.14972	Recall: 0.95800	F1: 0.25897	F2: 0.46064
	Total predictions: 14000	True positives: 1916	False positives: 10881	False negatives:   84	True negatives: 1119

['poi', 'expenses', 'deferred_income', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'bonus', 'total_stock_value']
	Accuracy: 0.85586	Precision: 0.49372	Recall: 0.35400	F1: 0.41235	F2: 0.37524
	Total predictions: 14000	True positives:  708	False positives:  726	False negatives: 1292	True negatives: 11274

['poi', 'expenses', 'deferred_income', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.84492	Precision: 0.56971	Recall: 0.28400	F1: 0.37905	F2: 0.31566
	Total predictions: 12000	True positives:  568	False positives:  429	False negatives: 1432	True negatives: 9571

['poi', 'expenses', 'deferred_income', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.83458	Precision: 0.50669	Recall: 0.28400	F1: 0.36399	F2: 0.31137
	Total predictions: 12000	True positives:  568	False positives:  553	False negatives: 1432	True negatives: 9447

['poi', 'expenses', 'deferred_income', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'bonus', 'restricted_stock']
	Accuracy: 0.84786	Precision: 0.44841	Recall: 0.28250	F1: 0.34663	F2: 0.30508
	Total predictions: 14000	True positives:  565	False positives:  695	False negatives: 1435	True negatives: 11305

['poi', 'expenses', 'deferred_income', 'bonus', 'salary']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'bonus', 'salary']
	Accuracy: 0.83892	Precision: 0.52861	Recall: 0.30950	F1: 0.39041	F2: 0.33748
	Total predictions: 12000	True positives:  619	False positives:  552	False negatives: 1381	True negatives: 9448

['poi', 'expenses', 'deferred_income', 'bonus', 'total_payments']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'bonus', 'total_payments']
	Accuracy: 0.84638	Precision: 0.50178	Recall: 0.21100	F1: 0.29708	F2: 0.23866
	Total predictions: 13000	True positives:  422	False positives:  419	False negatives: 1578	True negatives: 10581

['poi', 'expenses', 'deferred_income', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'bonus', 'exercised_stock_options']
	Accuracy: 0.86021	Precision: 0.51606	Recall: 0.34550	F1: 0.41390	F2: 0.36995
	Total predictions: 14000	True positives:  691	False positives:  648	False negatives: 1309	True negatives: 11352

['poi', 'expenses', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.86329	Precision: 0.53176	Recall: 0.36000	F1: 0.42934	F2: 0.38486
	Total predictions: 14000	True positives:  720	False positives:  634	False negatives: 1280	True negatives: 11366

['poi', 'expenses', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.86700	Precision: 0.55357	Recall: 0.35650	F1: 0.43370	F2: 0.38383
	Total predictions: 14000	True positives:  713	False positives:  575	False negatives: 1287	True negatives: 11425

['poi', 'expenses', 'deferred_income', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.87264	Precision: 0.57879	Recall: 0.39850	F1: 0.47202	F2: 0.42498
	Total predictions: 14000	True positives:  797	False positives:  580	False negatives: 1203	True negatives: 11420

['poi', 'expenses', 'deferred_income', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'total_stock_value', 'salary']
	Accuracy: 0.86650	Precision: 0.55097	Recall: 0.35400	F1: 0.43105	F2: 0.38126
	Total predictions: 14000	True positives:  708	False positives:  577	False negatives: 1292	True negatives: 11423

['poi', 'expenses', 'deferred_income', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'total_stock_value', 'total_payments']
	Accuracy: 0.85547	Precision: 0.43778	Recall: 0.29550	F1: 0.35284	F2: 0.31604
	Total predictions: 15000	True positives:  591	False positives:  759	False negatives: 1409	True negatives: 12241

['poi', 'expenses', 'deferred_income', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.86643	Precision: 0.54539	Recall: 0.39050	F1: 0.45513	F2: 0.41402
	Total predictions: 14000	True positives:  781	False positives:  651	False negatives: 1219	True negatives: 11349

['poi', 'expenses', 'deferred_income', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.81658	Precision: 0.39064	Recall: 0.17950	F1: 0.24597	F2: 0.20126
	Total predictions: 12000	True positives:  359	False positives:  560	False negatives: 1641	True negatives: 9440

['poi', 'expenses', 'deferred_income', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.84307	Precision: 0.41560	Recall: 0.24250	F1: 0.30628	F2: 0.26454
	Total predictions: 14000	True positives:  485	False positives:  682	False negatives: 1515	True negatives: 11318

['poi', 'expenses', 'deferred_income', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.85254	Precision: 0.53444	Recall: 0.32200	F1: 0.40187	F2: 0.34981
	Total predictions: 13000	True positives:  644	False positives:  561	False negatives: 1356	True negatives: 10439

['poi', 'expenses', 'deferred_income', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.85321	Precision: 0.46461	Recall: 0.18050	F1: 0.25999	F2: 0.20565
	Total predictions: 14000	True positives:  361	False positives:  416	False negatives: 1639	True negatives: 11584

['poi', 'expenses', 'deferred_income', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.86957	Precision: 0.56872	Recall: 0.36000	F1: 0.44091	F2: 0.38852
	Total predictions: 14000	True positives:  720	False positives:  546	False negatives: 1280	True negatives: 11454

['poi', 'expenses', 'deferred_income', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.82262	Precision: 0.38249	Recall: 0.24900	F1: 0.30164	F2: 0.26768
	Total predictions: 13000	True positives:  498	False positives:  804	False negatives: 1502	True negatives: 10196

['poi', 'expenses', 'deferred_income', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.84146	Precision: 0.47593	Recall: 0.30150	F1: 0.36915	F2: 0.32535
	Total predictions: 13000	True positives:  603	False positives:  664	False negatives: 1397	True negatives: 10336

['poi', 'expenses', 'deferred_income', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.84821	Precision: 0.42293	Recall: 0.17150	F1: 0.24404	F2: 0.19464
	Total predictions: 14000	True positives:  343	False positives:  468	False negatives: 1657	True negatives: 11532

['poi', 'expenses', 'deferred_income', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.86886	Precision: 0.56592	Recall: 0.35200	F1: 0.43403	F2: 0.38079
	Total predictions: 14000	True positives:  704	False positives:  540	False negatives: 1296	True negatives: 11460

['poi', 'expenses', 'deferred_income', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'restricted_stock', 'salary']
	Accuracy: 0.85486	Precision: 0.48830	Recall: 0.33400	F1: 0.39667	F2: 0.35653
	Total predictions: 14000	True positives:  668	False positives:  700	False negatives: 1332	True negatives: 11300

['poi', 'expenses', 'deferred_income', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'restricted_stock', 'total_payments']
	Accuracy: 0.83629	Precision: 0.37934	Recall: 0.22950	F1: 0.28598	F2: 0.24919
	Total predictions: 14000	True positives:  459	False positives:  751	False negatives: 1541	True negatives: 11249

['poi', 'expenses', 'deferred_income', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.87186	Precision: 0.57421	Recall: 0.39850	F1: 0.47048	F2: 0.42448
	Total predictions: 14000	True positives:  797	False positives:  591	False negatives: 1203	True negatives: 11409

['poi', 'expenses', 'deferred_income', 'salary', 'total_payments']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'salary', 'total_payments']
	Accuracy: 0.84508	Precision: 0.49173	Recall: 0.20800	F1: 0.29234	F2: 0.23513
	Total predictions: 13000	True positives:  416	False positives:  430	False negatives: 1584	True negatives: 10570

['poi', 'expenses', 'deferred_income', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'salary', 'exercised_stock_options']
	Accuracy: 0.86864	Precision: 0.56497	Recall: 0.35000	F1: 0.43223	F2: 0.37883
	Total predictions: 14000	True positives:  700	False positives:  539	False negatives: 1300	True negatives: 11461

['poi', 'expenses', 'deferred_income', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'deferred_income', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85036	Precision: 0.46110	Recall: 0.28150	F1: 0.34958	F2: 0.30528
	Total predictions: 14000	True positives:  563	False positives:  658	False negatives: 1437	True negatives: 11342

['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi']
	Accuracy: 0.27236	Precision: 0.16411	Recall: 1.00000	F1: 0.28195	F2: 0.49537
	Total predictions: 14000	True positives: 2000	False positives: 10187	False negatives:    0	True negatives: 1813

['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages']
	Accuracy: 0.28821	Precision: 0.16103	Recall: 0.94600	F1: 0.27522	F2: 0.47901
	Total predictions: 14000	True positives: 1892	False positives: 9857	False negatives:  108	True negatives: 2143

['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'other']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'other']
	Accuracy: 0.30325	Precision: 0.18482	Recall: 0.93250	F1: 0.30849	F2: 0.51545
	Total predictions: 12000	True positives: 1865	False positives: 8226	False negatives:  135	True negatives: 1774

['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees']
	Accuracy: 0.40250	Precision: 0.21810	Recall: 1.00000	F1: 0.35810	F2: 0.58241
	Total predictions: 12000	True positives: 2000	False positives: 7170	False negatives:    0	True negatives: 2830

['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees']
	Accuracy: 0.31508	Precision: 0.19571	Recall: 1.00000	F1: 0.32736	F2: 0.54888
	Total predictions: 12000	True positives: 2000	False positives: 8219	False negatives:    0	True negatives: 1781

['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'bonus']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'bonus']
	Accuracy: 0.31200	Precision: 0.19501	Recall: 1.00000	F1: 0.32637	F2: 0.54777
	Total predictions: 12000	True positives: 2000	False positives: 8256	False negatives:    0	True negatives: 1744

['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value']
	Accuracy: 0.26636	Precision: 0.16299	Recall: 1.00000	F1: 0.28029	F2: 0.49332
	Total predictions: 14000	True positives: 2000	False positives: 10271	False negatives:    0	True negatives: 1729

['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'from_poi_to_this_person']
	Accuracy: 0.28408	Precision: 0.17688	Recall: 1.00000	F1: 0.30059	F2: 0.51795
	Total predictions: 13000	True positives: 2000	False positives: 9307	False negatives:    0	True negatives: 1693

['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'from_this_person_to_poi']
	Accuracy: 0.28008	Precision: 0.16979	Recall: 0.94600	F1: 0.28791	F2: 0.49418
	Total predictions: 13000	True positives: 1892	False positives: 9251	False negatives:  108	True negatives: 1749

['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'restricted_stock']
	Accuracy: 0.27236	Precision: 0.16378	Recall: 0.99700	F1: 0.28134	F2: 0.49418
	Total predictions: 14000	True positives: 1994	False positives: 10181	False negatives:    6	True negatives: 1819

['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'salary']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'salary']
	Accuracy: 0.31067	Precision: 0.19381	Recall: 0.99250	F1: 0.32429	F2: 0.54407
	Total predictions: 12000	True positives: 1985	False positives: 8257	False negatives:   15	True negatives: 1743

['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'total_payments']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'total_payments']
	Accuracy: 0.27800	Precision: 0.17050	Recall: 0.95550	F1: 0.28937	F2: 0.49745
	Total predictions: 13000	True positives: 1911	False positives: 9297	False negatives:   89	True negatives: 1703

['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'exercised_stock_options']
	Accuracy: 0.26700	Precision: 0.16311	Recall: 1.00000	F1: 0.28047	F2: 0.49353
	Total predictions: 14000	True positives: 2000	False positives: 10262	False negatives:    0	True negatives: 1738

['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages']
	Accuracy: 0.78300	Precision: 0.25839	Recall: 0.21950	F1: 0.23736	F2: 0.22631
	Total predictions: 13000	True positives:  439	False positives: 1260	False negatives: 1561	True negatives: 9740

['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'other']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'other']
	Accuracy: 0.79854	Precision: 0.06954	Recall: 0.02500	F1: 0.03678	F2: 0.02867
	Total predictions: 13000	True positives:   50	False positives:  669	False negatives: 1950	True negatives: 10331

['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees']
	Accuracy: 0.26079	Precision: 0.16196	Recall: 1.00000	F1: 0.27877	F2: 0.49142
	Total predictions: 14000	True positives: 2000	False positives: 10349	False negatives:    0	True negatives: 1651

['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees']
	Accuracy: 0.18346	Precision: 0.15843	Recall: 0.99900	F1: 0.27349	F2: 0.48469
	Total predictions: 13000	True positives: 1998	False positives: 10613	False negatives:    2	True negatives:  387

['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus']
	Accuracy: 0.81777	Precision: 0.36887	Recall: 0.25950	F1: 0.30467	F2: 0.27586
	Total predictions: 13000	True positives:  519	False positives:  888	False negatives: 1481	True negatives: 10112

['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value']
	Accuracy: 0.83243	Precision: 0.36973	Recall: 0.24550	F1: 0.29507	F2: 0.26319
	Total predictions: 14000	True positives:  491	False positives:  837	False negatives: 1509	True negatives: 11163

['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'from_poi_to_this_person']
	Accuracy: 0.80238	Precision: 0.25495	Recall: 0.14800	F1: 0.18728	F2: 0.16155
	Total predictions: 13000	True positives:  296	False positives:  865	False negatives: 1704	True negatives: 10135

['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'from_this_person_to_poi']
	Accuracy: 0.78815	Precision: 0.16696	Recall: 0.09450	F1: 0.12069	F2: 0.10348
	Total predictions: 13000	True positives:  189	False positives:  943	False negatives: 1811	True negatives: 10057

['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'restricted_stock']
	Accuracy: 0.81393	Precision: 0.23395	Recall: 0.13300	F1: 0.16959	F2: 0.14556
	Total predictions: 14000	True positives:  266	False positives:  871	False negatives: 1734	True negatives: 11129

['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'salary']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'salary']
	Accuracy: 0.80969	Precision: 0.28257	Recall: 0.15400	F1: 0.19935	F2: 0.16942
	Total predictions: 13000	True positives:  308	False positives:  782	False negatives: 1692	True negatives: 10218

['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'total_payments']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'total_payments']
	Accuracy: 0.82393	Precision: 0.17391	Recall: 0.06200	F1: 0.09141	F2: 0.07116
	Total predictions: 14000	True positives:  124	False positives:  589	False negatives: 1876	True negatives: 11411

['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'exercised_stock_options']
	Accuracy: 0.83379	Precision: 0.37452	Recall: 0.24400	F1: 0.29549	F2: 0.26228
	Total predictions: 14000	True positives:  488	False positives:  815	False negatives: 1512	True negatives: 11185

['poi', 'expenses', 'long_term_incentive', 'from_messages', 'other']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'from_messages', 'other']
	Accuracy: 0.80400	Precision: 0.15404	Recall: 0.06100	F1: 0.08739	F2: 0.06938
	Total predictions: 13000	True positives:  122	False positives:  670	False negatives: 1878	True negatives: 10330

['poi', 'expenses', 'long_term_incentive', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'from_messages', 'director_fees']
	Accuracy: 0.28000	Precision: 0.15947	Recall: 0.94600	F1: 0.27294	F2: 0.47624
	Total predictions: 14000	True positives: 1892	False positives: 9972	False negatives:  108	True negatives: 2028

['poi', 'expenses', 'long_term_incentive', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'from_messages', 'resto_dirfees']
	Accuracy: 0.20462	Precision: 0.15566	Recall: 0.94250	F1: 0.26719	F2: 0.46867
	Total predictions: 13000	True positives: 1885	False positives: 10225	False negatives:  115	True negatives:  775

['poi', 'expenses', 'long_term_incentive', 'from_messages', 'bonus']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'from_messages', 'bonus']
	Accuracy: 0.82069	Precision: 0.39076	Recall: 0.29600	F1: 0.33684	F2: 0.31109
	Total predictions: 13000	True positives:  592	False positives:  923	False negatives: 1408	True negatives: 10077

['poi', 'expenses', 'long_term_incentive', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'from_messages', 'total_stock_value']
	Accuracy: 0.84886	Precision: 0.45397	Recall: 0.28600	F1: 0.35092	F2: 0.30886
	Total predictions: 14000	True positives:  572	False positives:  688	False negatives: 1428	True negatives: 11312

['poi', 'expenses', 'long_term_incentive', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.80546	Precision: 0.34247	Recall: 0.28750	F1: 0.31258	F2: 0.29703
	Total predictions: 13000	True positives:  575	False positives: 1104	False negatives: 1425	True negatives: 9896

['poi', 'expenses', 'long_term_incentive', 'from_messages', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'from_messages', 'from_this_person_to_poi']
	Accuracy: 0.75354	Precision: 0.18482	Recall: 0.17650	F1: 0.18056	F2: 0.17810
	Total predictions: 13000	True positives:  353	False positives: 1557	False negatives: 1647	True negatives: 9443

['poi', 'expenses', 'long_term_incentive', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'from_messages', 'restricted_stock']
	Accuracy: 0.83407	Precision: 0.37028	Recall: 0.23050	F1: 0.28413	F2: 0.24932
	Total predictions: 14000	True positives:  461	False positives:  784	False negatives: 1539	True negatives: 11216

['poi', 'expenses', 'long_term_incentive', 'from_messages', 'salary']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'from_messages', 'salary']
	Accuracy: 0.81577	Precision: 0.35636	Recall: 0.24500	F1: 0.29037	F2: 0.26133
	Total predictions: 13000	True positives:  490	False positives:  885	False negatives: 1510	True negatives: 10115

['poi', 'expenses', 'long_term_incentive', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'from_messages', 'total_payments']
	Accuracy: 0.82943	Precision: 0.21217	Recall: 0.07150	F1: 0.10696	F2: 0.08243
	Total predictions: 14000	True positives:  143	False positives:  531	False negatives: 1857	True negatives: 11469

['poi', 'expenses', 'long_term_incentive', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.84714	Precision: 0.45007	Recall: 0.31550	F1: 0.37096	F2: 0.33557
	Total predictions: 14000	True positives:  631	False positives:  771	False negatives: 1369	True negatives: 11229

['poi', 'expenses', 'long_term_incentive', 'other', 'director_fees']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'other', 'director_fees']
	Accuracy: 0.29333	Precision: 0.18328	Recall: 0.93750	F1: 0.30662	F2: 0.51426
	Total predictions: 12000	True positives: 1875	False positives: 8355	False negatives:  125	True negatives: 1645

['poi', 'expenses', 'long_term_incentive', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'other', 'resto_dirfees']
	Accuracy: 0.19875	Precision: 0.16580	Recall: 0.94450	F1: 0.28209	F2: 0.48703
	Total predictions: 12000	True positives: 1889	False positives: 9504	False negatives:  111	True negatives:  496

['poi', 'expenses', 'long_term_incentive', 'other', 'bonus']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'other', 'bonus']
	Accuracy: 0.79409	Precision: 0.34017	Recall: 0.14100	F1: 0.19936	F2: 0.15970
	Total predictions: 11000	True positives:  282	False positives:  547	False negatives: 1718	True negatives: 8453

['poi', 'expenses', 'long_term_incentive', 'other', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'other', 'total_stock_value']
	Accuracy: 0.84457	Precision: 0.40476	Recall: 0.18700	F1: 0.25581	F2: 0.20955
	Total predictions: 14000	True positives:  374	False positives:  550	False negatives: 1626	True negatives: 11450

['poi', 'expenses', 'long_term_incentive', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'other', 'from_poi_to_this_person']
	Accuracy: 0.79767	Precision: 0.07874	Recall: 0.02000	F1: 0.03190	F2: 0.02351
	Total predictions: 12000	True positives:   40	False positives:  468	False negatives: 1960	True negatives: 9532

['poi', 'expenses', 'long_term_incentive', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'other', 'from_this_person_to_poi']
	Accuracy: 0.78283	Precision: 0.06340	Recall: 0.02200	F1: 0.03267	F2: 0.02530
	Total predictions: 12000	True positives:   44	False positives:  650	False negatives: 1956	True negatives: 9350

['poi', 'expenses', 'long_term_incentive', 'other', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'other', 'restricted_stock']
	Accuracy: 0.82500	Precision: 0.19758	Recall: 0.07350	F1: 0.10714	F2: 0.08406
	Total predictions: 14000	True positives:  147	False positives:  597	False negatives: 1853	True negatives: 11403

['poi', 'expenses', 'long_term_incentive', 'other', 'salary']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'other', 'salary']
	Accuracy: 0.79836	Precision: 0.28794	Recall: 0.07400	F1: 0.11774	F2: 0.08692
	Total predictions: 11000	True positives:  148	False positives:  366	False negatives: 1852	True negatives: 8634

['poi', 'expenses', 'long_term_incentive', 'other', 'total_payments']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'other', 'total_payments']
	Accuracy: 0.80962	Precision: 0.09814	Recall: 0.02900	F1: 0.04477	F2: 0.03376
	Total predictions: 13000	True positives:   58	False positives:  533	False negatives: 1942	True negatives: 10467

['poi', 'expenses', 'long_term_incentive', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'other', 'exercised_stock_options']
	Accuracy: 0.84171	Precision: 0.38655	Recall: 0.18400	F1: 0.24932	F2: 0.20554
	Total predictions: 14000	True positives:  368	False positives:  584	False negatives: 1632	True negatives: 11416

['poi', 'expenses', 'long_term_incentive', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'director_fees', 'resto_dirfees']
	Accuracy: 0.30175	Precision: 0.19270	Recall: 1.00000	F1: 0.32313	F2: 0.54410
	Total predictions: 12000	True positives: 2000	False positives: 8379	False negatives:    0	True negatives: 1621

['poi', 'expenses', 'long_term_incentive', 'director_fees', 'bonus']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'director_fees', 'bonus']
	Accuracy: 0.30008	Precision: 0.19233	Recall: 1.00000	F1: 0.32261	F2: 0.54351
	Total predictions: 12000	True positives: 2000	False positives: 8399	False negatives:    0	True negatives: 1601

['poi', 'expenses', 'long_term_incentive', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'director_fees', 'total_stock_value']
	Accuracy: 0.30780	Precision: 0.16085	Recall: 0.99400	F1: 0.27690	F2: 0.48824
	Total predictions: 15000	True positives: 1988	False positives: 10371	False negatives:   12	True negatives: 2629

['poi', 'expenses', 'long_term_incentive', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.28338	Precision: 0.17674	Recall: 1.00000	F1: 0.30039	F2: 0.51771
	Total predictions: 13000	True positives: 2000	False positives: 9316	False negatives:    0	True negatives: 1684

['poi', 'expenses', 'long_term_incentive', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.27738	Precision: 0.16831	Recall: 0.93800	F1: 0.28541	F2: 0.48992
	Total predictions: 13000	True positives: 1876	False positives: 9270	False negatives:  124	True negatives: 1730

['poi', 'expenses', 'long_term_incentive', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'director_fees', 'restricted_stock']
	Accuracy: 0.25736	Precision: 0.16056	Recall: 0.99300	F1: 0.27643	F2: 0.48751
	Total predictions: 14000	True positives: 1986	False positives: 10383	False negatives:   14	True negatives: 1617

['poi', 'expenses', 'long_term_incentive', 'director_fees', 'salary']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'director_fees', 'salary']
	Accuracy: 0.29842	Precision: 0.19101	Recall: 0.99200	F1: 0.32034	F2: 0.53951
	Total predictions: 12000	True positives: 1984	False positives: 8403	False negatives:   16	True negatives: 1597

['poi', 'expenses', 'long_term_incentive', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'director_fees', 'total_payments']
	Accuracy: 0.49485	Precision: 0.19671	Recall: 0.74050	F1: 0.31084	F2: 0.47685
	Total predictions: 13000	True positives: 1481	False positives: 6048	False negatives:  519	True negatives: 4952

['poi', 'expenses', 'long_term_incentive', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.27214	Precision: 0.16407	Recall: 1.00000	F1: 0.28189	F2: 0.49529
	Total predictions: 14000	True positives: 2000	False positives: 10190	False negatives:    0	True negatives: 1810

['poi', 'expenses', 'long_term_incentive', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'resto_dirfees', 'bonus']
	Accuracy: 0.20575	Precision: 0.17345	Recall: 1.00000	F1: 0.29562	F2: 0.51201
	Total predictions: 12000	True positives: 2000	False positives: 9531	False negatives:    0	True negatives:  469

['poi', 'expenses', 'long_term_incentive', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.21221	Precision: 0.14881	Recall: 0.95650	F1: 0.25756	F2: 0.45864
	Total predictions: 14000	True positives: 1913	False positives: 10942	False negatives:   87	True negatives: 1058

['poi', 'expenses', 'long_term_incentive', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.19858	Precision: 0.17216	Recall: 1.00000	F1: 0.29375	F2: 0.50976
	Total predictions: 12000	True positives: 2000	False positives: 9617	False negatives:    0	True negatives:  383

['poi', 'expenses', 'long_term_incentive', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.19425	Precision: 0.16520	Recall: 0.94600	F1: 0.28128	F2: 0.48630
	Total predictions: 12000	True positives: 1892	False positives: 9561	False negatives:  108	True negatives:  439

['poi', 'expenses', 'long_term_incentive', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.17143	Precision: 0.14675	Recall: 0.99700	F1: 0.25584	F2: 0.46183
	Total predictions: 14000	True positives: 1994	False positives: 11594	False negatives:    6	True negatives:  406

['poi', 'expenses', 'long_term_incentive', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'resto_dirfees', 'salary']
	Accuracy: 0.20442	Precision: 0.17252	Recall: 0.99400	F1: 0.29402	F2: 0.50914
	Total predictions: 12000	True positives: 1988	False positives: 9535	False negatives:   12	True negatives:  465

['poi', 'expenses', 'long_term_incentive', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'resto_dirfees', 'total_payments']
	Accuracy: 0.22685	Precision: 0.15210	Recall: 0.88000	F1: 0.25938	F2: 0.44964
	Total predictions: 13000	True positives: 1760	False positives: 9811	False negatives:  240	True negatives: 1189

['poi', 'expenses', 'long_term_incentive', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.21136	Precision: 0.14971	Recall: 0.96600	F1: 0.25924	F2: 0.46209
	Total predictions: 14000	True positives: 1932	False positives: 10973	False negatives:   68	True negatives: 1027

['poi', 'expenses', 'long_term_incentive', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'bonus', 'total_stock_value']
	Accuracy: 0.84693	Precision: 0.45052	Recall: 0.32550	F1: 0.37794	F2: 0.34463
	Total predictions: 14000	True positives:  651	False positives:  794	False negatives: 1349	True negatives: 11206

['poi', 'expenses', 'long_term_incentive', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.82008	Precision: 0.42740	Recall: 0.23400	F1: 0.30242	F2: 0.25728
	Total predictions: 12000	True positives:  468	False positives:  627	False negatives: 1532	True negatives: 9373

['poi', 'expenses', 'long_term_incentive', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.81075	Precision: 0.36959	Recall: 0.19200	F1: 0.25271	F2: 0.21241
	Total predictions: 12000	True positives:  384	False positives:  655	False negatives: 1616	True negatives: 9345

['poi', 'expenses', 'long_term_incentive', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'bonus', 'restricted_stock']
	Accuracy: 0.82300	Precision: 0.37634	Recall: 0.22900	F1: 0.28474	F2: 0.24845
	Total predictions: 13000	True positives:  458	False positives:  759	False negatives: 1542	True negatives: 10241

['poi', 'expenses', 'long_term_incentive', 'bonus', 'salary']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'bonus', 'salary']
	Accuracy: 0.80409	Precision: 0.42498	Recall: 0.21950	F1: 0.28948	F2: 0.24300
	Total predictions: 11000	True positives:  439	False positives:  594	False negatives: 1561	True negatives: 8406

['poi', 'expenses', 'long_term_incentive', 'bonus', 'total_payments']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'bonus', 'total_payments']
	Accuracy: 0.82192	Precision: 0.31959	Recall: 0.13950	F1: 0.19422	F2: 0.15722
	Total predictions: 13000	True positives:  279	False positives:  594	False negatives: 1721	True negatives: 10406

['poi', 'expenses', 'long_term_incentive', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'bonus', 'exercised_stock_options']
	Accuracy: 0.85157	Precision: 0.47103	Recall: 0.31700	F1: 0.37896	F2: 0.33918
	Total predictions: 14000	True positives:  634	False positives:  712	False negatives: 1366	True negatives: 11288

['poi', 'expenses', 'long_term_incentive', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.84900	Precision: 0.45218	Recall: 0.26950	F1: 0.33772	F2: 0.29319
	Total predictions: 14000	True positives:  539	False positives:  653	False negatives: 1461	True negatives: 11347

['poi', 'expenses', 'long_term_incentive', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.84793	Precision: 0.44566	Recall: 0.26450	F1: 0.33197	F2: 0.28791
	Total predictions: 14000	True positives:  529	False positives:  658	False negatives: 1471	True negatives: 11342

['poi', 'expenses', 'long_term_incentive', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.85693	Precision: 0.49866	Recall: 0.27900	F1: 0.35781	F2: 0.30595
	Total predictions: 14000	True positives:  558	False positives:  561	False negatives: 1442	True negatives: 11439

['poi', 'expenses', 'long_term_incentive', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'total_stock_value', 'salary']
	Accuracy: 0.84407	Precision: 0.42050	Recall: 0.24200	F1: 0.30720	F2: 0.26445
	Total predictions: 14000	True positives:  484	False positives:  667	False negatives: 1516	True negatives: 11333

['poi', 'expenses', 'long_term_incentive', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'total_stock_value', 'total_payments']
	Accuracy: 0.84267	Precision: 0.33425	Recall: 0.18150	F1: 0.23526	F2: 0.19976
	Total predictions: 15000	True positives:  363	False positives:  723	False negatives: 1637	True negatives: 12277

['poi', 'expenses', 'long_term_incentive', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.84707	Precision: 0.44606	Recall: 0.29150	F1: 0.35259	F2: 0.31321
	Total predictions: 14000	True positives:  583	False positives:  724	False negatives: 1417	True negatives: 11276

['poi', 'expenses', 'long_term_incentive', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.79800	Precision: 0.21505	Recall: 0.08000	F1: 0.11662	F2: 0.09149
	Total predictions: 12000	True positives:  160	False positives:  584	False negatives: 1840	True negatives: 9416

['poi', 'expenses', 'long_term_incentive', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.82936	Precision: 0.27566	Recall: 0.11950	F1: 0.16672	F2: 0.13477
	Total predictions: 14000	True positives:  239	False positives:  628	False negatives: 1761	True negatives: 11372

['poi', 'expenses', 'long_term_incentive', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.80867	Precision: 0.32212	Recall: 0.13400	F1: 0.18927	F2: 0.15172
	Total predictions: 12000	True positives:  268	False positives:  564	False negatives: 1732	True negatives: 9436

['poi', 'expenses', 'long_term_incentive', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.82615	Precision: 0.24104	Recall: 0.06050	F1: 0.09672	F2: 0.07116
	Total predictions: 13000	True positives:  121	False positives:  381	False negatives: 1879	True negatives: 10619

['poi', 'expenses', 'long_term_incentive', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.84764	Precision: 0.44272	Recall: 0.25700	F1: 0.32521	F2: 0.28054
	Total predictions: 14000	True positives:  514	False positives:  647	False negatives: 1486	True negatives: 11353

['poi', 'expenses', 'long_term_incentive', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.80800	Precision: 0.23504	Recall: 0.11000	F1: 0.14986	F2: 0.12310
	Total predictions: 13000	True positives:  220	False positives:  716	False negatives: 1780	True negatives: 10284

['poi', 'expenses', 'long_term_incentive', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.80492	Precision: 0.31284	Recall: 0.14250	F1: 0.19581	F2: 0.15991
	Total predictions: 12000	True positives:  285	False positives:  626	False negatives: 1715	True negatives: 9374

['poi', 'expenses', 'long_term_incentive', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.82692	Precision: 0.26145	Recall: 0.06850	F1: 0.10856	F2: 0.08036
	Total predictions: 13000	True positives:  137	False positives:  387	False negatives: 1863	True negatives: 10613

['poi', 'expenses', 'long_term_incentive', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.84779	Precision: 0.44259	Recall: 0.25250	F1: 0.32155	F2: 0.27623
	Total predictions: 14000	True positives:  505	False positives:  636	False negatives: 1495	True negatives: 11364

['poi', 'expenses', 'long_term_incentive', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'restricted_stock', 'salary']
	Accuracy: 0.82554	Precision: 0.34309	Recall: 0.14650	F1: 0.20533	F2: 0.16546
	Total predictions: 13000	True positives:  293	False positives:  561	False negatives: 1707	True negatives: 10439

['poi', 'expenses', 'long_term_incentive', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'restricted_stock', 'total_payments']
	Accuracy: 0.82314	Precision: 0.18848	Recall: 0.07200	F1: 0.10420	F2: 0.08215
	Total predictions: 14000	True positives:  144	False positives:  620	False negatives: 1856	True negatives: 11380

['poi', 'expenses', 'long_term_incentive', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84814	Precision: 0.44944	Recall: 0.28000	F1: 0.34504	F2: 0.30283
	Total predictions: 14000	True positives:  560	False positives:  686	False negatives: 1440	True negatives: 11314

['poi', 'expenses', 'long_term_incentive', 'salary', 'total_payments']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'salary', 'total_payments']
	Accuracy: 0.82215	Precision: 0.23737	Recall: 0.07050	F1: 0.10871	F2: 0.08203
	Total predictions: 13000	True positives:  141	False positives:  453	False negatives: 1859	True negatives: 10547

['poi', 'expenses', 'long_term_incentive', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'salary', 'exercised_stock_options']
	Accuracy: 0.85257	Precision: 0.46958	Recall: 0.24700	F1: 0.32372	F2: 0.27287
	Total predictions: 14000	True positives:  494	False positives:  558	False negatives: 1506	True negatives: 11442

['poi', 'expenses', 'long_term_incentive', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'long_term_incentive', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84264	Precision: 0.39027	Recall: 0.18050	F1: 0.24684	F2: 0.20224
	Total predictions: 14000	True positives:  361	False positives:  564	False negatives: 1639	True negatives: 11436

['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages']
	Accuracy: 0.29977	Precision: 0.17337	Recall: 0.94250	F1: 0.29286	F2: 0.49939
	Total predictions: 13000	True positives: 1885	False positives: 8988	False negatives:  115	True negatives: 2012

['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other']
	Accuracy: 0.26279	Precision: 0.15675	Recall: 0.95000	F1: 0.26910	F2: 0.47214
	Total predictions: 14000	True positives: 1900	False positives: 10221	False negatives:  100	True negatives: 1779

['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees']
	Accuracy: 0.36229	Precision: 0.18302	Recall: 1.00000	F1: 0.30941	F2: 0.52832
	Total predictions: 14000	True positives: 2000	False positives: 8928	False negatives:    0	True negatives: 3072

['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees']
	Accuracy: 0.28077	Precision: 0.17621	Recall: 1.00000	F1: 0.29963	F2: 0.51680
	Total predictions: 13000	True positives: 2000	False positives: 9350	False negatives:    0	True negatives: 1650

['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus']
	Accuracy: 0.28285	Precision: 0.17663	Recall: 1.00000	F1: 0.30023	F2: 0.51752
	Total predictions: 13000	True positives: 2000	False positives: 9323	False negatives:    0	True negatives: 1677

['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value']
	Accuracy: 0.26464	Precision: 0.16267	Recall: 1.00000	F1: 0.27982	F2: 0.49273
	Total predictions: 14000	True positives: 2000	False positives: 10295	False negatives:    0	True negatives: 1705

['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person']
	Accuracy: 0.28085	Precision: 0.17623	Recall: 1.00000	F1: 0.29965	F2: 0.51682
	Total predictions: 13000	True positives: 2000	False positives: 9349	False negatives:    0	True negatives: 1651

['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_this_person_to_poi']
	Accuracy: 0.27523	Precision: 0.16866	Recall: 0.94450	F1: 0.28621	F2: 0.49193
	Total predictions: 13000	True positives: 1889	False positives: 9311	False negatives:  111	True negatives: 1689

['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'restricted_stock']
	Accuracy: 0.27336	Precision: 0.16386	Recall: 0.99600	F1: 0.28142	F2: 0.49412
	Total predictions: 14000	True positives: 1992	False positives: 10165	False negatives:    8	True negatives: 1835

['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'salary']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'salary']
	Accuracy: 0.27171	Precision: 0.16355	Recall: 0.99600	F1: 0.28096	F2: 0.49356
	Total predictions: 14000	True positives: 1992	False positives: 10188	False negatives:    8	True negatives: 1812

['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_payments']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_payments']
	Accuracy: 0.25171	Precision: 0.15398	Recall: 0.94300	F1: 0.26474	F2: 0.46573
	Total predictions: 14000	True positives: 1886	False positives: 10362	False negatives:  114	True negatives: 1638

['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'exercised_stock_options']
	Accuracy: 0.26457	Precision: 0.16265	Recall: 1.00000	F1: 0.27980	F2: 0.49271
	Total predictions: 14000	True positives: 2000	False positives: 10296	False negatives:    0	True negatives: 1704

['poi', 'expenses', 'restricted_stock_deferred', 'from_messages', 'other']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'from_messages', 'other']
	Accuracy: 0.28193	Precision: 0.15357	Recall: 0.89250	F1: 0.26206	F2: 0.45482
	Total predictions: 14000	True positives: 1785	False positives: 9838	False negatives:  215	True negatives: 2162

['poi', 'expenses', 'restricted_stock_deferred', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'from_messages', 'director_fees']
	Accuracy: 0.37557	Precision: 0.17975	Recall: 0.94600	F1: 0.30209	F2: 0.51063
	Total predictions: 14000	True positives: 1892	False positives: 8634	False negatives:  108	True negatives: 3366

['poi', 'expenses', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees']
	Accuracy: 0.29377	Precision: 0.17213	Recall: 0.94250	F1: 0.29110	F2: 0.49734
	Total predictions: 13000	True positives: 1885	False positives: 9066	False negatives:  115	True negatives: 1934

['poi', 'expenses', 'restricted_stock_deferred', 'from_messages', 'bonus']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'from_messages', 'bonus']
	Accuracy: 0.30269	Precision: 0.17487	Recall: 0.95000	F1: 0.29538	F2: 0.50358
	Total predictions: 13000	True positives: 1900	False positives: 8965	False negatives:  100	True negatives: 2035

['poi', 'expenses', 'restricted_stock_deferred', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'from_messages', 'total_stock_value']
	Accuracy: 0.28236	Precision: 0.15980	Recall: 0.94500	F1: 0.27338	F2: 0.47662
	Total predictions: 14000	True positives: 1890	False positives: 9937	False negatives:  110	True negatives: 2063

['poi', 'expenses', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.29977	Precision: 0.17337	Recall: 0.94250	F1: 0.29286	F2: 0.49939
	Total predictions: 13000	True positives: 1885	False positives: 8988	False negatives:  115	True negatives: 2012

['poi', 'expenses', 'restricted_stock_deferred', 'from_messages', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'from_messages', 'from_this_person_to_poi']
	Accuracy: 0.29346	Precision: 0.17207	Recall: 0.94250	F1: 0.29101	F2: 0.49723
	Total predictions: 13000	True positives: 1885	False positives: 9070	False negatives:  115	True negatives: 1930

['poi', 'expenses', 'restricted_stock_deferred', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'from_messages', 'restricted_stock']
	Accuracy: 0.29036	Precision: 0.16104	Recall: 0.94250	F1: 0.27508	F2: 0.47830
	Total predictions: 14000	True positives: 1885	False positives: 9820	False negatives:  115	True negatives: 2180

['poi', 'expenses', 'restricted_stock_deferred', 'from_messages', 'salary']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'from_messages', 'salary']
	Accuracy: 0.28764	Precision: 0.16046	Recall: 0.94200	F1: 0.27422	F2: 0.47718
	Total predictions: 14000	True positives: 1884	False positives: 9857	False negatives:  116	True negatives: 2143

['poi', 'expenses', 'restricted_stock_deferred', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'from_messages', 'total_payments']
	Accuracy: 0.26786	Precision: 0.15019	Recall: 0.88550	F1: 0.25682	F2: 0.44740
	Total predictions: 14000	True positives: 1771	False positives: 10021	False negatives:  229	True negatives: 1979

['poi', 'expenses', 'restricted_stock_deferred', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.28236	Precision: 0.15980	Recall: 0.94500	F1: 0.27338	F2: 0.47662
	Total predictions: 14000	True positives: 1890	False positives: 9937	False negatives:  110	True negatives: 2063

['poi', 'expenses', 'restricted_stock_deferred', 'other', 'director_fees']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'other', 'director_fees']
	Accuracy: 0.39117	Precision: 0.20808	Recall: 0.94550	F1: 0.34109	F2: 0.55331
	Total predictions: 12000	True positives: 1891	False positives: 7197	False negatives:  109	True negatives: 2803

['poi', 'expenses', 'restricted_stock_deferred', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'other', 'resto_dirfees']
	Accuracy: 0.30125	Precision: 0.18562	Recall: 0.94250	F1: 0.31016	F2: 0.51914
	Total predictions: 12000	True positives: 1885	False positives: 8270	False negatives:  115	True negatives: 1730

['poi', 'expenses', 'restricted_stock_deferred', 'other', 'bonus']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'other', 'bonus']
	Accuracy: 0.30508	Precision: 0.18522	Recall: 0.93250	F1: 0.30906	F2: 0.51608
	Total predictions: 12000	True positives: 1865	False positives: 8204	False negatives:  135	True negatives: 1796

['poi', 'expenses', 'restricted_stock_deferred', 'other', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'other', 'total_stock_value']
	Accuracy: 0.25579	Precision: 0.15408	Recall: 0.93750	F1: 0.26466	F2: 0.46482
	Total predictions: 14000	True positives: 1875	False positives: 10294	False negatives:  125	True negatives: 1706

['poi', 'expenses', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person']
	Accuracy: 0.27954	Precision: 0.16796	Recall: 0.93150	F1: 0.28460	F2: 0.48790
	Total predictions: 13000	True positives: 1863	False positives: 9229	False negatives:  137	True negatives: 1771

['poi', 'expenses', 'restricted_stock_deferred', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'other', 'from_this_person_to_poi']
	Accuracy: 0.27915	Precision: 0.16197	Recall: 0.88300	F1: 0.27373	F2: 0.46712
	Total predictions: 13000	True positives: 1766	False positives: 9137	False negatives:  234	True negatives: 1863

['poi', 'expenses', 'restricted_stock_deferred', 'other', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'other', 'restricted_stock']
	Accuracy: 0.26721	Precision: 0.15716	Recall: 0.94650	F1: 0.26956	F2: 0.47219
	Total predictions: 14000	True positives: 1893	False positives: 10152	False negatives:  107	True negatives: 1848

['poi', 'expenses', 'restricted_stock_deferred', 'other', 'salary']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'other', 'salary']
	Accuracy: 0.30425	Precision: 0.18454	Recall: 0.92850	F1: 0.30788	F2: 0.51403
	Total predictions: 12000	True positives: 1857	False positives: 8206	False negatives:  143	True negatives: 1794

['poi', 'expenses', 'restricted_stock_deferred', 'other', 'total_payments']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'other', 'total_payments']
	Accuracy: 0.28123	Precision: 0.17014	Recall: 0.94700	F1: 0.28846	F2: 0.49498
	Total predictions: 13000	True positives: 1894	False positives: 9238	False negatives:  106	True negatives: 1762

['poi', 'expenses', 'restricted_stock_deferred', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'other', 'exercised_stock_options']
	Accuracy: 0.26171	Precision: 0.15645	Recall: 0.94900	F1: 0.26861	F2: 0.47139
	Total predictions: 14000	True positives: 1898	False positives: 10234	False negatives:  102	True negatives: 1766

['poi', 'expenses', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees']
	Accuracy: 0.44100	Precision: 0.24543	Recall: 1.00000	F1: 0.39413	F2: 0.61923
	Total predictions: 11000	True positives: 2000	False positives: 6149	False negatives:    0	True negatives: 2851

['poi', 'expenses', 'restricted_stock_deferred', 'director_fees', 'bonus']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'director_fees', 'bonus']
	Accuracy: 0.40692	Precision: 0.21937	Recall: 1.00000	F1: 0.35981	F2: 0.58421
	Total predictions: 12000	True positives: 2000	False positives: 7117	False negatives:    0	True negatives: 2883

['poi', 'expenses', 'restricted_stock_deferred', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'director_fees', 'total_stock_value']
	Accuracy: 0.34120	Precision: 0.16832	Recall: 1.00000	F1: 0.28814	F2: 0.50297
	Total predictions: 15000	True positives: 2000	False positives: 9882	False negatives:    0	True negatives: 3118

['poi', 'expenses', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.38362	Precision: 0.19974	Recall: 1.00000	F1: 0.33297	F2: 0.55515
	Total predictions: 13000	True positives: 2000	False positives: 8013	False negatives:    0	True negatives: 2987

['poi', 'expenses', 'restricted_stock_deferred', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.38554	Precision: 0.19505	Recall: 0.95750	F1: 0.32408	F2: 0.53738
	Total predictions: 13000	True positives: 1915	False positives: 7903	False negatives:   85	True negatives: 3097

['poi', 'expenses', 'restricted_stock_deferred', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'director_fees', 'restricted_stock']
	Accuracy: 0.35486	Precision: 0.18060	Recall: 0.99400	F1: 0.30566	F2: 0.52294
	Total predictions: 14000	True positives: 1988	False positives: 9020	False negatives:   12	True negatives: 2980

['poi', 'expenses', 'restricted_stock_deferred', 'director_fees', 'salary']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'director_fees', 'salary']
	Accuracy: 0.39775	Precision: 0.21639	Recall: 0.99700	F1: 0.35560	F2: 0.57915
	Total predictions: 12000	True positives: 1994	False positives: 7221	False negatives:    6	True negatives: 2779

['poi', 'expenses', 'restricted_stock_deferred', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'director_fees', 'total_payments']
	Accuracy: 0.36338	Precision: 0.18863	Recall: 0.95050	F1: 0.31479	F2: 0.52578
	Total predictions: 13000	True positives: 1901	False positives: 8177	False negatives:   99	True negatives: 2823

['poi', 'expenses', 'restricted_stock_deferred', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.35814	Precision: 0.18205	Recall: 1.00000	F1: 0.30802	F2: 0.52670
	Total predictions: 14000	True positives: 2000	False positives: 8986	False negatives:    0	True negatives: 3014

['poi', 'expenses', 'restricted_stock_deferred', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'resto_dirfees', 'bonus']
	Accuracy: 0.31283	Precision: 0.19520	Recall: 1.00000	F1: 0.32664	F2: 0.54807
	Total predictions: 12000	True positives: 2000	False positives: 8246	False negatives:    0	True negatives: 1754

['poi', 'expenses', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.26000	Precision: 0.16181	Recall: 1.00000	F1: 0.27855	F2: 0.49116
	Total predictions: 14000	True positives: 2000	False positives: 10360	False negatives:    0	True negatives: 1640

['poi', 'expenses', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.30458	Precision: 0.19333	Recall: 1.00000	F1: 0.32402	F2: 0.54511
	Total predictions: 12000	True positives: 2000	False positives: 8345	False negatives:    0	True negatives: 1655

['poi', 'expenses', 'restricted_stock_deferred', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.30300	Precision: 0.18539	Recall: 0.93750	F1: 0.30956	F2: 0.51756
	Total predictions: 12000	True positives: 1875	False positives: 8239	False negatives:  125	True negatives: 1761

['poi', 'expenses', 'restricted_stock_deferred', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.28138	Precision: 0.17616	Recall: 0.99850	F1: 0.29949	F2: 0.51639
	Total predictions: 13000	True positives: 1997	False positives: 9339	False negatives:    3	True negatives: 1661

['poi', 'expenses', 'restricted_stock_deferred', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'resto_dirfees', 'salary']
	Accuracy: 0.30967	Precision: 0.19448	Recall: 1.00000	F1: 0.32563	F2: 0.54693
	Total predictions: 12000	True positives: 2000	False positives: 8284	False negatives:    0	True negatives: 1716

['poi', 'expenses', 'restricted_stock_deferred', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'resto_dirfees', 'total_payments']
	Accuracy: 0.27723	Precision: 0.17035	Recall: 0.95550	F1: 0.28915	F2: 0.49719
	Total predictions: 13000	True positives: 1911	False positives: 9307	False negatives:   89	True negatives: 1693

['poi', 'expenses', 'restricted_stock_deferred', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.26471	Precision: 0.16268	Recall: 1.00000	F1: 0.27984	F2: 0.49276
	Total predictions: 14000	True positives: 2000	False positives: 10294	False negatives:    0	True negatives: 1706

['poi', 'expenses', 'restricted_stock_deferred', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'bonus', 'total_stock_value']
	Accuracy: 0.26014	Precision: 0.16184	Recall: 1.00000	F1: 0.27859	F2: 0.49121
	Total predictions: 14000	True positives: 2000	False positives: 10358	False negatives:    0	True negatives: 1642

['poi', 'expenses', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.28831	Precision: 0.17775	Recall: 1.00000	F1: 0.30184	F2: 0.51943
	Total predictions: 13000	True positives: 2000	False positives: 9252	False negatives:    0	True negatives: 1748

['poi', 'expenses', 'restricted_stock_deferred', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.29500	Precision: 0.18432	Recall: 0.94300	F1: 0.30837	F2: 0.51722
	Total predictions: 12000	True positives: 1886	False positives: 8346	False negatives:  114	True negatives: 1654

['poi', 'expenses', 'restricted_stock_deferred', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'bonus', 'restricted_stock']
	Accuracy: 0.28500	Precision: 0.17678	Recall: 0.99750	F1: 0.30034	F2: 0.51724
	Total predictions: 13000	True positives: 1995	False positives: 9290	False negatives:    5	True negatives: 1710

['poi', 'expenses', 'restricted_stock_deferred', 'bonus', 'salary']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'bonus', 'salary']
	Accuracy: 0.30908	Precision: 0.19393	Recall: 0.99650	F1: 0.32467	F2: 0.54522
	Total predictions: 12000	True positives: 1993	False positives: 8284	False negatives:    7	True negatives: 1716

['poi', 'expenses', 'restricted_stock_deferred', 'bonus', 'total_payments']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'bonus', 'total_payments']
	Accuracy: 0.27838	Precision: 0.17058	Recall: 0.95550	F1: 0.28948	F2: 0.49758
	Total predictions: 13000	True positives: 1911	False positives: 9292	False negatives:   89	True negatives: 1708

['poi', 'expenses', 'restricted_stock_deferred', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'bonus', 'exercised_stock_options']
	Accuracy: 0.26550	Precision: 0.16283	Recall: 1.00000	F1: 0.28005	F2: 0.49302
	Total predictions: 14000	True positives: 2000	False positives: 10283	False negatives:    0	True negatives: 1717

['poi', 'expenses', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.26014	Precision: 0.16184	Recall: 1.00000	F1: 0.27859	F2: 0.49121
	Total predictions: 14000	True positives: 2000	False positives: 10358	False negatives:    0	True negatives: 1642

['poi', 'expenses', 'restricted_stock_deferred', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.26014	Precision: 0.16184	Recall: 1.00000	F1: 0.27859	F2: 0.49121
	Total predictions: 14000	True positives: 2000	False positives: 10358	False negatives:    0	True negatives: 1642

['poi', 'expenses', 'restricted_stock_deferred', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.26014	Precision: 0.16184	Recall: 1.00000	F1: 0.27859	F2: 0.49121
	Total predictions: 14000	True positives: 2000	False positives: 10358	False negatives:    0	True negatives: 1642

['poi', 'expenses', 'restricted_stock_deferred', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'total_stock_value', 'salary']
	Accuracy: 0.26643	Precision: 0.16300	Recall: 1.00000	F1: 0.28031	F2: 0.49334
	Total predictions: 14000	True positives: 2000	False positives: 10270	False negatives:    0	True negatives: 1730

['poi', 'expenses', 'restricted_stock_deferred', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'total_stock_value', 'total_payments']
	Accuracy: 0.27707	Precision: 0.14949	Recall: 0.94300	F1: 0.25807	F2: 0.45741
	Total predictions: 15000	True positives: 1886	False positives: 10730	False negatives:  114	True negatives: 2270

['poi', 'expenses', 'restricted_stock_deferred', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.26064	Precision: 0.16193	Recall: 1.00000	F1: 0.27873	F2: 0.49138
	Total predictions: 14000	True positives: 2000	False positives: 10351	False negatives:    0	True negatives: 1649

['poi', 'expenses', 'restricted_stock_deferred', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.29433	Precision: 0.18418	Recall: 0.94300	F1: 0.30817	F2: 0.51700
	Total predictions: 12000	True positives: 1886	False positives: 8354	False negatives:  114	True negatives: 1646

['poi', 'expenses', 'restricted_stock_deferred', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.28485	Precision: 0.17647	Recall: 0.99500	F1: 0.29977	F2: 0.51616
	Total predictions: 13000	True positives: 1990	False positives: 9287	False negatives:   10	True negatives: 1713

['poi', 'expenses', 'restricted_stock_deferred', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.28669	Precision: 0.17684	Recall: 0.99500	F1: 0.30031	F2: 0.51680
	Total predictions: 13000	True positives: 1990	False positives: 9263	False negatives:   10	True negatives: 1737

['poi', 'expenses', 'restricted_stock_deferred', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.26357	Precision: 0.15712	Recall: 0.95200	F1: 0.26973	F2: 0.47321
	Total predictions: 14000	True positives: 1904	False positives: 10214	False negatives:   96	True negatives: 1786

['poi', 'expenses', 'restricted_stock_deferred', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.26479	Precision: 0.16269	Recall: 1.00000	F1: 0.27986	F2: 0.49278
	Total predictions: 14000	True positives: 2000	False positives: 10293	False negatives:    0	True negatives: 1707

['poi', 'expenses', 'restricted_stock_deferred', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.27308	Precision: 0.16806	Recall: 0.94300	F1: 0.28528	F2: 0.49058
	Total predictions: 13000	True positives: 1886	False positives: 9336	False negatives:  114	True negatives: 1664

['poi', 'expenses', 'restricted_stock_deferred', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.28462	Precision: 0.16974	Recall: 0.93800	F1: 0.28747	F2: 0.49234
	Total predictions: 13000	True positives: 1876	False positives: 9176	False negatives:  124	True negatives: 1824

['poi', 'expenses', 'restricted_stock_deferred', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.26079	Precision: 0.15560	Recall: 0.94300	F1: 0.26712	F2: 0.46866
	Total predictions: 14000	True positives: 1886	False positives: 10235	False negatives:  114	True negatives: 1765

['poi', 'expenses', 'restricted_stock_deferred', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.26600	Precision: 0.16292	Recall: 1.00000	F1: 0.28019	F2: 0.49319
	Total predictions: 14000	True positives: 2000	False positives: 10276	False negatives:    0	True negatives: 1724

['poi', 'expenses', 'restricted_stock_deferred', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'restricted_stock', 'salary']
	Accuracy: 0.28462	Precision: 0.17584	Recall: 0.99000	F1: 0.29864	F2: 0.51402
	Total predictions: 13000	True positives: 1980	False positives: 9280	False negatives:   20	True negatives: 1720

['poi', 'expenses', 'restricted_stock_deferred', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'restricted_stock', 'total_payments']
	Accuracy: 0.25529	Precision: 0.15416	Recall: 0.93900	F1: 0.26484	F2: 0.46527
	Total predictions: 14000	True positives: 1878	False positives: 10304	False negatives:  122	True negatives: 1696

['poi', 'expenses', 'restricted_stock_deferred', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.26029	Precision: 0.16186	Recall: 1.00000	F1: 0.27863	F2: 0.49126
	Total predictions: 14000	True positives: 2000	False positives: 10356	False negatives:    0	True negatives: 1644

['poi', 'expenses', 'restricted_stock_deferred', 'salary', 'total_payments']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'salary', 'total_payments']
	Accuracy: 0.27769	Precision: 0.17027	Recall: 0.95400	F1: 0.28896	F2: 0.49672
	Total predictions: 13000	True positives: 1908	False positives: 9298	False negatives:   92	True negatives: 1702

['poi', 'expenses', 'restricted_stock_deferred', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'salary', 'exercised_stock_options']
	Accuracy: 0.26700	Precision: 0.16311	Recall: 1.00000	F1: 0.28047	F2: 0.49353
	Total predictions: 14000	True positives: 2000	False positives: 10262	False negatives:    0	True negatives: 1738

['poi', 'expenses', 'restricted_stock_deferred', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'restricted_stock_deferred', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.27864	Precision: 0.15818	Recall: 0.93700	F1: 0.27067	F2: 0.47211
	Total predictions: 14000	True positives: 1874	False positives: 9973	False negatives:  126	True negatives: 2027

['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages', 'other']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages', 'other']
	Accuracy: 0.79231	Precision: 0.07627	Recall: 0.03150	F1: 0.04459	F2: 0.03569
	Total predictions: 13000	True positives:   63	False positives:  763	False negatives: 1937	True negatives: 10237

['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages', 'director_fees']
	Accuracy: 0.29977	Precision: 0.17337	Recall: 0.94250	F1: 0.29286	F2: 0.49939
	Total predictions: 13000	True positives: 1885	False positives: 8988	False negatives:  115	True negatives: 2012

['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees']
	Accuracy: 0.20608	Precision: 0.15499	Recall: 0.93450	F1: 0.26588	F2: 0.46588
	Total predictions: 13000	True positives: 1869	False positives: 10190	False negatives:  131	True negatives:  810

['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages', 'bonus']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages', 'bonus']
	Accuracy: 0.80615	Precision: 0.29845	Recall: 0.19250	F1: 0.23404	F2: 0.20721
	Total predictions: 13000	True positives:  385	False positives:  905	False negatives: 1615	True negatives: 10095

['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value']
	Accuracy: 0.85771	Precision: 0.50355	Recall: 0.28400	F1: 0.36317	F2: 0.31113
	Total predictions: 14000	True positives:  568	False positives:  560	False negatives: 1432	True negatives: 11440

['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.75500	Precision: 0.19079	Recall: 0.14500	F1: 0.16477	F2: 0.15231
	Total predictions: 12000	True positives:  290	False positives: 1230	False negatives: 1710	True negatives: 8770

['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages', 'from_this_person_to_poi']
	Accuracy: 0.72950	Precision: 0.07329	Recall: 0.05350	F1: 0.06185	F2: 0.05655
	Total predictions: 12000	True positives:  107	False positives: 1353	False negatives: 1893	True negatives: 8647

['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages', 'restricted_stock']
	Accuracy: 0.81385	Precision: 0.25694	Recall: 0.11100	F1: 0.15503	F2: 0.12523
	Total predictions: 13000	True positives:  222	False positives:  642	False negatives: 1778	True negatives: 10358

['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages', 'salary']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages', 'salary']
	Accuracy: 0.79492	Precision: 0.23232	Recall: 0.14450	F1: 0.17818	F2: 0.15632
	Total predictions: 13000	True positives:  289	False positives:  955	False negatives: 1711	True negatives: 10045

['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages', 'total_payments']
	Accuracy: 0.82364	Precision: 0.15464	Recall: 0.05250	F1: 0.07839	F2: 0.06049
	Total predictions: 14000	True positives:  105	False positives:  574	False negatives: 1895	True negatives: 11426

['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.84914	Precision: 0.45462	Recall: 0.28050	F1: 0.34694	F2: 0.30377
	Total predictions: 14000	True positives:  561	False positives:  673	False negatives: 1439	True negatives: 11327

['poi', 'expenses', 'shared_receipt_with_poi', 'other', 'director_fees']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'other', 'director_fees']
	Accuracy: 0.25807	Precision: 0.15585	Recall: 0.94950	F1: 0.26775	F2: 0.47040
	Total predictions: 14000	True positives: 1899	False positives: 10286	False negatives:  101	True negatives: 1714

['poi', 'expenses', 'shared_receipt_with_poi', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'other', 'resto_dirfees']
	Accuracy: 0.17685	Precision: 0.15065	Recall: 0.93800	F1: 0.25960	F2: 0.45861
	Total predictions: 13000	True positives: 1876	False positives: 10577	False negatives:  124	True negatives:  423

['poi', 'expenses', 'shared_receipt_with_poi', 'other', 'bonus']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'other', 'bonus']
	Accuracy: 0.81208	Precision: 0.26002	Recall: 0.12000	F1: 0.16421	F2: 0.13448
	Total predictions: 13000	True positives:  240	False positives:  683	False negatives: 1760	True negatives: 10317

['poi', 'expenses', 'shared_receipt_with_poi', 'other', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'other', 'total_stock_value']
	Accuracy: 0.84093	Precision: 0.38040	Recall: 0.18050	F1: 0.24483	F2: 0.20170
	Total predictions: 14000	True positives:  361	False positives:  588	False negatives: 1639	True negatives: 11412

['poi', 'expenses', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person']
	Accuracy: 0.79215	Precision: 0.01250	Recall: 0.00450	F1: 0.00662	F2: 0.00516
	Total predictions: 13000	True positives:    9	False positives:  711	False negatives: 1991	True negatives: 10289

['poi', 'expenses', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi']
	Accuracy: 0.79415	Precision: 0.00872	Recall: 0.00300	F1: 0.00446	F2: 0.00345
	Total predictions: 13000	True positives:    6	False positives:  682	False negatives: 1994	True negatives: 10318

['poi', 'expenses', 'shared_receipt_with_poi', 'other', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'other', 'restricted_stock']
	Accuracy: 0.80714	Precision: 0.11454	Recall: 0.05200	F1: 0.07153	F2: 0.05837
	Total predictions: 14000	True positives:  104	False positives:  804	False negatives: 1896	True negatives: 11196

['poi', 'expenses', 'shared_receipt_with_poi', 'other', 'salary']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'other', 'salary']
	Accuracy: 0.80377	Precision: 0.13893	Recall: 0.05300	F1: 0.07673	F2: 0.06048
	Total predictions: 13000	True positives:  106	False positives:  657	False negatives: 1894	True negatives: 10343

['poi', 'expenses', 'shared_receipt_with_poi', 'other', 'total_payments']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'other', 'total_payments']
	Accuracy: 0.81986	Precision: 0.03559	Recall: 0.01000	F1: 0.01561	F2: 0.01168
	Total predictions: 14000	True positives:   20	False positives:  542	False negatives: 1980	True negatives: 11458

['poi', 'expenses', 'shared_receipt_with_poi', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'other', 'exercised_stock_options']
	Accuracy: 0.83771	Precision: 0.36066	Recall: 0.17600	F1: 0.23656	F2: 0.19608
	Total predictions: 14000	True positives:  352	False positives:  624	False negatives: 1648	True negatives: 11376

['poi', 'expenses', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees']
	Accuracy: 0.27862	Precision: 0.17578	Recall: 1.00000	F1: 0.29900	F2: 0.51605
	Total predictions: 13000	True positives: 2000	False positives: 9378	False negatives:    0	True negatives: 1622

['poi', 'expenses', 'shared_receipt_with_poi', 'director_fees', 'bonus']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'director_fees', 'bonus']
	Accuracy: 0.27862	Precision: 0.17578	Recall: 1.00000	F1: 0.29900	F2: 0.51605
	Total predictions: 13000	True positives: 2000	False positives: 9378	False negatives:    0	True negatives: 1622

['poi', 'expenses', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value']
	Accuracy: 0.26527	Precision: 0.15194	Recall: 0.98450	F1: 0.26325	F2: 0.46973
	Total predictions: 15000	True positives: 1969	False positives: 10990	False negatives:   31	True negatives: 2010

['poi', 'expenses', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.27862	Precision: 0.17578	Recall: 1.00000	F1: 0.29900	F2: 0.51605
	Total predictions: 13000	True positives: 2000	False positives: 9378	False negatives:    0	True negatives: 1622

['poi', 'expenses', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.27523	Precision: 0.16842	Recall: 0.94250	F1: 0.28578	F2: 0.49109
	Total predictions: 13000	True positives: 1885	False positives: 9307	False negatives:  115	True negatives: 1693

['poi', 'expenses', 'shared_receipt_with_poi', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'director_fees', 'restricted_stock']
	Accuracy: 0.26379	Precision: 0.16207	Recall: 0.99600	F1: 0.27878	F2: 0.49086
	Total predictions: 14000	True positives: 1992	False positives: 10299	False negatives:    8	True negatives: 1701

['poi', 'expenses', 'shared_receipt_with_poi', 'director_fees', 'salary']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'director_fees', 'salary']
	Accuracy: 0.26021	Precision: 0.16141	Recall: 0.99600	F1: 0.27780	F2: 0.48965
	Total predictions: 14000	True positives: 1992	False positives: 10349	False negatives:    8	True negatives: 1651

['poi', 'expenses', 'shared_receipt_with_poi', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'director_fees', 'total_payments']
	Accuracy: 0.52421	Precision: 0.20843	Recall: 0.83300	F1: 0.33343	F2: 0.52085
	Total predictions: 14000	True positives: 1666	False positives: 6327	False negatives:  334	True negatives: 5673

['poi', 'expenses', 'shared_receipt_with_poi', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.25871	Precision: 0.15949	Recall: 0.98100	F1: 0.27437	F2: 0.48320
	Total predictions: 14000	True positives: 1962	False positives: 10340	False negatives:   38	True negatives: 1660

['poi', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus']
	Accuracy: 0.18600	Precision: 0.15896	Recall: 1.00000	F1: 0.27431	F2: 0.48586
	Total predictions: 13000	True positives: 2000	False positives: 10582	False negatives:    0	True negatives:  418

['poi', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.21214	Precision: 0.15097	Recall: 0.97650	F1: 0.26152	F2: 0.46642
	Total predictions: 14000	True positives: 1953	False positives: 10983	False negatives:   47	True negatives: 1017

['poi', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.18608	Precision: 0.15897	Recall: 1.00000	F1: 0.27433	F2: 0.48589
	Total predictions: 13000	True positives: 2000	False positives: 10581	False negatives:    0	True negatives:  419

['poi', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.17931	Precision: 0.15115	Recall: 0.93900	F1: 0.26038	F2: 0.45973
	Total predictions: 13000	True positives: 1878	False positives: 10547	False negatives:  122	True negatives:  453

['poi', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.17243	Precision: 0.14638	Recall: 0.99200	F1: 0.25511	F2: 0.46024
	Total predictions: 14000	True positives: 1984	False positives: 11570	False negatives:   16	True negatives:  430

['poi', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees', 'salary']
	Accuracy: 0.18315	Precision: 0.15817	Recall: 0.99700	F1: 0.27302	F2: 0.48382
	Total predictions: 13000	True positives: 1994	False positives: 10613	False negatives:    6	True negatives:  387

['poi', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees', 'total_payments']
	Accuracy: 0.22214	Precision: 0.13967	Recall: 0.86150	F1: 0.24037	F2: 0.42363
	Total predictions: 14000	True positives: 1723	False positives: 10613	False negatives:  277	True negatives: 1387

['poi', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.20543	Precision: 0.15026	Recall: 0.98000	F1: 0.26057	F2: 0.46569
	Total predictions: 14000	True positives: 1960	False positives: 11084	False negatives:   40	True negatives:  916

['poi', 'expenses', 'shared_receipt_with_poi', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'bonus', 'total_stock_value']
	Accuracy: 0.83900	Precision: 0.41656	Recall: 0.31700	F1: 0.36002	F2: 0.33291
	Total predictions: 14000	True positives:  634	False positives:  888	False negatives: 1366	True negatives: 11112

['poi', 'expenses', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.82200	Precision: 0.37339	Recall: 0.23150	F1: 0.28580	F2: 0.25054
	Total predictions: 13000	True positives:  463	False positives:  777	False negatives: 1537	True negatives: 10223

['poi', 'expenses', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.81169	Precision: 0.30589	Recall: 0.17650	F1: 0.22384	F2: 0.19281
	Total predictions: 13000	True positives:  353	False positives:  801	False negatives: 1647	True negatives: 10199

['poi', 'expenses', 'shared_receipt_with_poi', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'bonus', 'restricted_stock']
	Accuracy: 0.81529	Precision: 0.28799	Recall: 0.19900	F1: 0.23536	F2: 0.21211
	Total predictions: 14000	True positives:  398	False positives:  984	False negatives: 1602	True negatives: 11016

['poi', 'expenses', 'shared_receipt_with_poi', 'bonus', 'salary']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'bonus', 'salary']
	Accuracy: 0.81477	Precision: 0.34911	Recall: 0.23600	F1: 0.28162	F2: 0.25235
	Total predictions: 13000	True positives:  472	False positives:  880	False negatives: 1528	True negatives: 10120

['poi', 'expenses', 'shared_receipt_with_poi', 'bonus', 'total_payments']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'bonus', 'total_payments']
	Accuracy: 0.82343	Precision: 0.26065	Recall: 0.12850	F1: 0.17214	F2: 0.14300
	Total predictions: 14000	True positives:  257	False positives:  729	False negatives: 1743	True negatives: 11271

['poi', 'expenses', 'shared_receipt_with_poi', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'bonus', 'exercised_stock_options']
	Accuracy: 0.84064	Precision: 0.41883	Recall: 0.29800	F1: 0.34823	F2: 0.31625
	Total predictions: 14000	True positives:  596	False positives:  827	False negatives: 1404	True negatives: 11173

['poi', 'expenses', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.84529	Precision: 0.43306	Recall: 0.26850	F1: 0.33148	F2: 0.29058
	Total predictions: 14000	True positives:  537	False positives:  703	False negatives: 1463	True negatives: 11297

['poi', 'expenses', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.84443	Precision: 0.42681	Recall: 0.25950	F1: 0.32276	F2: 0.28158
	Total predictions: 14000	True positives:  519	False positives:  697	False negatives: 1481	True negatives: 11303

['poi', 'expenses', 'shared_receipt_with_poi', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.84879	Precision: 0.45105	Recall: 0.26950	F1: 0.33740	F2: 0.29309
	Total predictions: 14000	True positives:  539	False positives:  656	False negatives: 1461	True negatives: 11344

['poi', 'expenses', 'shared_receipt_with_poi', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'total_stock_value', 'salary']
	Accuracy: 0.83579	Precision: 0.37776	Recall: 0.23100	F1: 0.28669	F2: 0.25046
	Total predictions: 14000	True positives:  462	False positives:  761	False negatives: 1538	True negatives: 11239

['poi', 'expenses', 'shared_receipt_with_poi', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'total_stock_value', 'total_payments']
	Accuracy: 0.84520	Precision: 0.34339	Recall: 0.17650	F1: 0.23316	F2: 0.19550
	Total predictions: 15000	True positives:  353	False positives:  675	False negatives: 1647	True negatives: 12325

['poi', 'expenses', 'shared_receipt_with_poi', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.84479	Precision: 0.43382	Recall: 0.28350	F1: 0.34291	F2: 0.30461
	Total predictions: 14000	True positives:  567	False positives:  740	False negatives: 1433	True negatives: 11260

['poi', 'expenses', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.77242	Precision: 0.03558	Recall: 0.01400	F1: 0.02009	F2: 0.01593
	Total predictions: 12000	True positives:   28	False positives:  759	False negatives: 1972	True negatives: 9241

['poi', 'expenses', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.80246	Precision: 0.18791	Recall: 0.08550	F1: 0.11753	F2: 0.09596
	Total predictions: 13000	True positives:  171	False positives:  739	False negatives: 1829	True negatives: 10261

['poi', 'expenses', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.80123	Precision: 0.22761	Recall: 0.12200	F1: 0.15885	F2: 0.13448
	Total predictions: 13000	True positives:  244	False positives:  828	False negatives: 1756	True negatives: 10172

['poi', 'expenses', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.82400	Precision: 0.08719	Recall: 0.02450	F1: 0.03825	F2: 0.02861
	Total predictions: 14000	True positives:   49	False positives:  513	False negatives: 1951	True negatives: 11487

['poi', 'expenses', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.84557	Precision: 0.43372	Recall: 0.26500	F1: 0.32899	F2: 0.28736
	Total predictions: 14000	True positives:  530	False positives:  692	False negatives: 1470	True negatives: 11308

['poi', 'expenses', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.79800	Precision: 0.16560	Recall: 0.07750	F1: 0.10559	F2: 0.08673
	Total predictions: 13000	True positives:  155	False positives:  781	False negatives: 1845	True negatives: 10219

['poi', 'expenses', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.79646	Precision: 0.21005	Recall: 0.11700	F1: 0.15029	F2: 0.12837
	Total predictions: 13000	True positives:  234	False positives:  880	False negatives: 1766	True negatives: 10120

['poi', 'expenses', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.82393	Precision: 0.07957	Recall: 0.02200	F1: 0.03447	F2: 0.02572
	Total predictions: 14000	True positives:   44	False positives:  509	False negatives: 1956	True negatives: 11491

['poi', 'expenses', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.84314	Precision: 0.41980	Recall: 0.25650	F1: 0.31844	F2: 0.27814
	Total predictions: 14000	True positives:  513	False positives:  709	False negatives: 1487	True negatives: 11291

['poi', 'expenses', 'shared_receipt_with_poi', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'restricted_stock', 'salary']
	Accuracy: 0.81414	Precision: 0.21550	Recall: 0.11400	F1: 0.14912	F2: 0.12586
	Total predictions: 14000	True positives:  228	False positives:  830	False negatives: 1772	True negatives: 11170

['poi', 'expenses', 'shared_receipt_with_poi', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'restricted_stock', 'total_payments']
	Accuracy: 0.81893	Precision: 0.17097	Recall: 0.06950	F1: 0.09883	F2: 0.07886
	Total predictions: 14000	True positives:  139	False positives:  674	False negatives: 1861	True negatives: 11326

['poi', 'expenses', 'shared_receipt_with_poi', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.83921	Precision: 0.40557	Recall: 0.26950	F1: 0.32382	F2: 0.28888
	Total predictions: 14000	True positives:  539	False positives:  790	False negatives: 1461	True negatives: 11210

['poi', 'expenses', 'shared_receipt_with_poi', 'salary', 'total_payments']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'salary', 'total_payments']
	Accuracy: 0.82579	Precision: 0.16692	Recall: 0.05500	F1: 0.08274	F2: 0.06352
	Total predictions: 14000	True positives:  110	False positives:  549	False negatives: 1890	True negatives: 11451

['poi', 'expenses', 'shared_receipt_with_poi', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'salary', 'exercised_stock_options']
	Accuracy: 0.83871	Precision: 0.39049	Recall: 0.23000	F1: 0.28949	F2: 0.25060
	Total predictions: 14000	True positives:  460	False positives:  718	False negatives: 1540	True negatives: 11282

['poi', 'expenses', 'shared_receipt_with_poi', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'shared_receipt_with_poi', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85347	Precision: 0.39121	Recall: 0.17800	F1: 0.24467	F2: 0.19978
	Total predictions: 15000	True positives:  356	False positives:  554	False negatives: 1644	True negatives: 12446

['poi', 'expenses', 'from_messages', 'other', 'director_fees']
GaussianNB()
['poi', 'expenses', 'from_messages', 'other', 'director_fees']
	Accuracy: 0.28114	Precision: 0.15343	Recall: 0.89250	F1: 0.26185	F2: 0.45457
	Total predictions: 14000	True positives: 1785	False positives: 9849	False negatives:  215	True negatives: 2151

['poi', 'expenses', 'from_messages', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'expenses', 'from_messages', 'other', 'resto_dirfees']
	Accuracy: 0.20000	Precision: 0.14777	Recall: 0.88100	F1: 0.25309	F2: 0.44218
	Total predictions: 13000	True positives: 1762	False positives: 10162	False negatives:  238	True negatives:  838

['poi', 'expenses', 'from_messages', 'other', 'bonus']
GaussianNB()
['poi', 'expenses', 'from_messages', 'other', 'bonus']
	Accuracy: 0.80846	Precision: 0.23936	Recall: 0.11250	F1: 0.15306	F2: 0.12584
	Total predictions: 13000	True positives:  225	False positives:  715	False negatives: 1775	True negatives: 10285

['poi', 'expenses', 'from_messages', 'other', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'from_messages', 'other', 'total_stock_value']
	Accuracy: 0.85114	Precision: 0.45723	Recall: 0.22450	F1: 0.30114	F2: 0.24994
	Total predictions: 14000	True positives:  449	False positives:  533	False negatives: 1551	True negatives: 11467

['poi', 'expenses', 'from_messages', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'from_messages', 'other', 'from_poi_to_this_person']
	Accuracy: 0.79223	Precision: 0.06675	Recall: 0.02700	F1: 0.03845	F2: 0.03065
	Total predictions: 13000	True positives:   54	False positives:  755	False negatives: 1946	True negatives: 10245

['poi', 'expenses', 'from_messages', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'from_messages', 'other', 'from_this_person_to_poi']
	Accuracy: 0.77838	Precision: 0.09023	Recall: 0.04850	F1: 0.06309	F2: 0.05344
	Total predictions: 13000	True positives:   97	False positives:  978	False negatives: 1903	True negatives: 10022

['poi', 'expenses', 'from_messages', 'other', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'from_messages', 'other', 'restricted_stock']
	Accuracy: 0.81450	Precision: 0.15886	Recall: 0.06950	F1: 0.09670	F2: 0.07831
	Total predictions: 14000	True positives:  139	False positives:  736	False negatives: 1861	True negatives: 11264

['poi', 'expenses', 'from_messages', 'other', 'salary']
GaussianNB()
['poi', 'expenses', 'from_messages', 'other', 'salary']
	Accuracy: 0.80654	Precision: 0.18249	Recall: 0.07400	F1: 0.10530	F2: 0.08399
	Total predictions: 13000	True positives:  148	False positives:  663	False negatives: 1852	True negatives: 10337

['poi', 'expenses', 'from_messages', 'other', 'total_payments']
GaussianNB()
['poi', 'expenses', 'from_messages', 'other', 'total_payments']
	Accuracy: 0.81300	Precision: 0.04956	Recall: 0.01700	F1: 0.02532	F2: 0.01957
	Total predictions: 14000	True positives:   34	False positives:  652	False negatives: 1966	True negatives: 11348

['poi', 'expenses', 'from_messages', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'from_messages', 'other', 'exercised_stock_options']
	Accuracy: 0.84536	Precision: 0.42195	Recall: 0.22300	F1: 0.29179	F2: 0.24622
	Total predictions: 14000	True positives:  446	False positives:  611	False negatives: 1554	True negatives: 11389

['poi', 'expenses', 'from_messages', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'expenses', 'from_messages', 'director_fees', 'resto_dirfees']
	Accuracy: 0.29377	Precision: 0.17213	Recall: 0.94250	F1: 0.29110	F2: 0.49734
	Total predictions: 13000	True positives: 1885	False positives: 9066	False negatives:  115	True negatives: 1934

['poi', 'expenses', 'from_messages', 'director_fees', 'bonus']
GaussianNB()
['poi', 'expenses', 'from_messages', 'director_fees', 'bonus']
	Accuracy: 0.30123	Precision: 0.17457	Recall: 0.95000	F1: 0.29494	F2: 0.50307
	Total predictions: 13000	True positives: 1900	False positives: 8984	False negatives:  100	True negatives: 2016

['poi', 'expenses', 'from_messages', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'from_messages', 'director_fees', 'total_stock_value']
	Accuracy: 0.29187	Precision: 0.15234	Recall: 0.94450	F1: 0.26236	F2: 0.46299
	Total predictions: 15000	True positives: 1889	False positives: 10511	False negatives:  111	True negatives: 2489

['poi', 'expenses', 'from_messages', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'from_messages', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.29985	Precision: 0.17338	Recall: 0.94250	F1: 0.29288	F2: 0.49942
	Total predictions: 13000	True positives: 1885	False positives: 8987	False negatives:  115	True negatives: 2013

['poi', 'expenses', 'from_messages', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'from_messages', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.29246	Precision: 0.17186	Recall: 0.94250	F1: 0.29072	F2: 0.49689
	Total predictions: 13000	True positives: 1885	False positives: 9083	False negatives:  115	True negatives: 1917

['poi', 'expenses', 'from_messages', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'from_messages', 'director_fees', 'restricted_stock']
	Accuracy: 0.28614	Precision: 0.16012	Recall: 0.94150	F1: 0.27369	F2: 0.47647
	Total predictions: 14000	True positives: 1883	False positives: 9877	False negatives:  117	True negatives: 2123

['poi', 'expenses', 'from_messages', 'director_fees', 'salary']
GaussianNB()
['poi', 'expenses', 'from_messages', 'director_fees', 'salary']
	Accuracy: 0.27879	Precision: 0.15879	Recall: 0.94200	F1: 0.27176	F2: 0.47420
	Total predictions: 14000	True positives: 1884	False positives: 9981	False negatives:  116	True negatives: 2019

['poi', 'expenses', 'from_messages', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'expenses', 'from_messages', 'director_fees', 'total_payments']
	Accuracy: 0.31386	Precision: 0.16039	Recall: 0.89800	F1: 0.27216	F2: 0.46776
	Total predictions: 14000	True positives: 1796	False positives: 9402	False negatives:  204	True negatives: 2598

['poi', 'expenses', 'from_messages', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'from_messages', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.30050	Precision: 0.16319	Recall: 0.94400	F1: 0.27828	F2: 0.48240
	Total predictions: 14000	True positives: 1888	False positives: 9681	False negatives:  112	True negatives: 2319

['poi', 'expenses', 'from_messages', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'expenses', 'from_messages', 'resto_dirfees', 'bonus']
	Accuracy: 0.21100	Precision: 0.15559	Recall: 0.93250	F1: 0.26668	F2: 0.46655
	Total predictions: 13000	True positives: 1865	False positives: 10122	False negatives:  135	True negatives:  878

['poi', 'expenses', 'from_messages', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'from_messages', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.20100	Precision: 0.14560	Recall: 0.94350	F1: 0.25227	F2: 0.45014
	Total predictions: 14000	True positives: 1887	False positives: 11073	False negatives:  113	True negatives:  927

['poi', 'expenses', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.20608	Precision: 0.15499	Recall: 0.93450	F1: 0.26588	F2: 0.46588
	Total predictions: 13000	True positives: 1869	False positives: 10190	False negatives:  131	True negatives:  810

['poi', 'expenses', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.20031	Precision: 0.15403	Recall: 0.93450	F1: 0.26447	F2: 0.46414
	Total predictions: 13000	True positives: 1869	False positives: 10265	False negatives:  131	True negatives:  735

['poi', 'expenses', 'from_messages', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'from_messages', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.19350	Precision: 0.14421	Recall: 0.94150	F1: 0.25012	F2: 0.44712
	Total predictions: 14000	True positives: 1883	False positives: 11174	False negatives:  117	True negatives:  826

['poi', 'expenses', 'from_messages', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'expenses', 'from_messages', 'resto_dirfees', 'salary']
	Accuracy: 0.20392	Precision: 0.15520	Recall: 0.93950	F1: 0.26639	F2: 0.46725
	Total predictions: 13000	True positives: 1879	False positives: 10228	False negatives:  121	True negatives:  772

['poi', 'expenses', 'from_messages', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'expenses', 'from_messages', 'resto_dirfees', 'total_payments']
	Accuracy: 0.22793	Precision: 0.13936	Recall: 0.85100	F1: 0.23950	F2: 0.42102
	Total predictions: 14000	True positives: 1702	False positives: 10511	False negatives:  298	True negatives: 1489

['poi', 'expenses', 'from_messages', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'from_messages', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.19779	Precision: 0.14575	Recall: 0.94950	F1: 0.25271	F2: 0.45152
	Total predictions: 14000	True positives: 1899	False positives: 11130	False negatives:  101	True negatives:  870

['poi', 'expenses', 'from_messages', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'from_messages', 'bonus', 'total_stock_value']
	Accuracy: 0.85586	Precision: 0.49342	Recall: 0.33750	F1: 0.40083	F2: 0.36027
	Total predictions: 14000	True positives:  675	False positives:  693	False negatives: 1325	True negatives: 11307

['poi', 'expenses', 'from_messages', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'from_messages', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.81000	Precision: 0.31408	Recall: 0.19850	F1: 0.24326	F2: 0.21427
	Total predictions: 13000	True positives:  397	False positives:  867	False negatives: 1603	True negatives: 10133

['poi', 'expenses', 'from_messages', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'from_messages', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.80562	Precision: 0.31246	Recall: 0.21950	F1: 0.25786	F2: 0.23339
	Total predictions: 13000	True positives:  439	False positives:  966	False negatives: 1561	True negatives: 10034

['poi', 'expenses', 'from_messages', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'from_messages', 'bonus', 'restricted_stock']
	Accuracy: 0.82157	Precision: 0.27807	Recall: 0.15600	F1: 0.19987	F2: 0.17102
	Total predictions: 14000	True positives:  312	False positives:  810	False negatives: 1688	True negatives: 11190

['poi', 'expenses', 'from_messages', 'bonus', 'salary']
GaussianNB()
['poi', 'expenses', 'from_messages', 'bonus', 'salary']
	Accuracy: 0.81162	Precision: 0.31307	Recall: 0.18800	F1: 0.23493	F2: 0.20433
	Total predictions: 13000	True positives:  376	False positives:  825	False negatives: 1624	True negatives: 10175

['poi', 'expenses', 'from_messages', 'bonus', 'total_payments']
GaussianNB()
['poi', 'expenses', 'from_messages', 'bonus', 'total_payments']
	Accuracy: 0.83657	Precision: 0.30274	Recall: 0.11050	F1: 0.16190	F2: 0.12658
	Total predictions: 14000	True positives:  221	False positives:  509	False negatives: 1779	True negatives: 11491

['poi', 'expenses', 'from_messages', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'from_messages', 'bonus', 'exercised_stock_options']
	Accuracy: 0.85650	Precision: 0.49663	Recall: 0.33200	F1: 0.39796	F2: 0.35557
	Total predictions: 14000	True positives:  664	False positives:  673	False negatives: 1336	True negatives: 11327

['poi', 'expenses', 'from_messages', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'from_messages', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.86750	Precision: 0.57331	Recall: 0.28350	F1: 0.37939	F2: 0.31539
	Total predictions: 14000	True positives:  567	False positives:  422	False negatives: 1433	True negatives: 11578

['poi', 'expenses', 'from_messages', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'from_messages', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.86807	Precision: 0.57798	Recall: 0.28350	F1: 0.38041	F2: 0.31567
	Total predictions: 14000	True positives:  567	False positives:  414	False negatives: 1433	True negatives: 11586

['poi', 'expenses', 'from_messages', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'from_messages', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.86179	Precision: 0.53208	Recall: 0.26950	F1: 0.35778	F2: 0.29901
	Total predictions: 14000	True positives:  539	False positives:  474	False negatives: 1461	True negatives: 11526

['poi', 'expenses', 'from_messages', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'expenses', 'from_messages', 'total_stock_value', 'salary']
	Accuracy: 0.85321	Precision: 0.47577	Recall: 0.27000	F1: 0.34450	F2: 0.29557
	Total predictions: 14000	True positives:  540	False positives:  595	False negatives: 1460	True negatives: 11405

['poi', 'expenses', 'from_messages', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'expenses', 'from_messages', 'total_stock_value', 'total_payments']
	Accuracy: 0.85453	Precision: 0.39934	Recall: 0.18050	F1: 0.24862	F2: 0.20272
	Total predictions: 15000	True positives:  361	False positives:  543	False negatives: 1639	True negatives: 12457

['poi', 'expenses', 'from_messages', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'from_messages', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.84964	Precision: 0.45763	Recall: 0.28350	F1: 0.35011	F2: 0.30685
	Total predictions: 14000	True positives:  567	False positives:  672	False negatives: 1433	True negatives: 11328

['poi', 'expenses', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.74508	Precision: 0.09301	Recall: 0.06050	F1: 0.07331	F2: 0.06505
	Total predictions: 12000	True positives:  121	False positives: 1180	False negatives: 1879	True negatives: 8820

['poi', 'expenses', 'from_messages', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'from_messages', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.81662	Precision: 0.26699	Recall: 0.11000	F1: 0.15581	F2: 0.12466
	Total predictions: 13000	True positives:  220	False positives:  604	False negatives: 1780	True negatives: 10396

['poi', 'expenses', 'from_messages', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'expenses', 'from_messages', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.78931	Precision: 0.23513	Recall: 0.16400	F1: 0.19323	F2: 0.17456
	Total predictions: 13000	True positives:  328	False positives: 1067	False negatives: 1672	True negatives: 9933

['poi', 'expenses', 'from_messages', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'expenses', 'from_messages', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.83629	Precision: 0.17841	Recall: 0.04050	F1: 0.06601	F2: 0.04791
	Total predictions: 14000	True positives:   81	False positives:  373	False negatives: 1919	True negatives: 11627

['poi', 'expenses', 'from_messages', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'from_messages', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.85871	Precision: 0.50996	Recall: 0.28150	F1: 0.36276	F2: 0.30920
	Total predictions: 14000	True positives:  563	False positives:  541	False negatives: 1437	True negatives: 11459

['poi', 'expenses', 'from_messages', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'from_messages', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.80077	Precision: 0.21635	Recall: 0.11250	F1: 0.14803	F2: 0.12445
	Total predictions: 13000	True positives:  225	False positives:  815	False negatives: 1775	True negatives: 10185

['poi', 'expenses', 'from_messages', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'expenses', 'from_messages', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.75746	Precision: 0.18514	Recall: 0.16950	F1: 0.17698	F2: 0.17241
	Total predictions: 13000	True positives:  339	False positives: 1492	False negatives: 1661	True negatives: 9508

['poi', 'expenses', 'from_messages', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'expenses', 'from_messages', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.83393	Precision: 0.13969	Recall: 0.03150	F1: 0.05141	F2: 0.03727
	Total predictions: 14000	True positives:   63	False positives:  388	False negatives: 1937	True negatives: 11612

['poi', 'expenses', 'from_messages', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'from_messages', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.86021	Precision: 0.51982	Recall: 0.28200	F1: 0.36564	F2: 0.31040
	Total predictions: 14000	True positives:  564	False positives:  521	False negatives: 1436	True negatives: 11479

['poi', 'expenses', 'from_messages', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'expenses', 'from_messages', 'restricted_stock', 'salary']
	Accuracy: 0.82579	Precision: 0.28203	Recall: 0.14200	F1: 0.18889	F2: 0.15766
	Total predictions: 14000	True positives:  284	False positives:  723	False negatives: 1716	True negatives: 11277

['poi', 'expenses', 'from_messages', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'expenses', 'from_messages', 'restricted_stock', 'total_payments']
	Accuracy: 0.83343	Precision: 0.22787	Recall: 0.06950	F1: 0.10651	F2: 0.08072
	Total predictions: 14000	True positives:  139	False positives:  471	False negatives: 1861	True negatives: 11529

['poi', 'expenses', 'from_messages', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'from_messages', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84843	Precision: 0.44917	Recall: 0.26950	F1: 0.33687	F2: 0.29293
	Total predictions: 14000	True positives:  539	False positives:  661	False negatives: 1461	True negatives: 11339

['poi', 'expenses', 'from_messages', 'salary', 'total_payments']
GaussianNB()
['poi', 'expenses', 'from_messages', 'salary', 'total_payments']
	Accuracy: 0.83700	Precision: 0.22461	Recall: 0.05750	F1: 0.09156	F2: 0.06755
	Total predictions: 14000	True positives:  115	False positives:  397	False negatives: 1885	True negatives: 11603

['poi', 'expenses', 'from_messages', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'from_messages', 'salary', 'exercised_stock_options']
	Accuracy: 0.85564	Precision: 0.49065	Recall: 0.27550	F1: 0.35287	F2: 0.30198
	Total predictions: 14000	True positives:  551	False positives:  572	False negatives: 1449	True negatives: 11428

['poi', 'expenses', 'from_messages', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'from_messages', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85880	Precision: 0.43091	Recall: 0.18400	F1: 0.25788	F2: 0.20782
	Total predictions: 15000	True positives:  368	False positives:  486	False negatives: 1632	True negatives: 12514

['poi', 'expenses', 'other', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'expenses', 'other', 'director_fees', 'resto_dirfees']
	Accuracy: 0.28800	Precision: 0.18153	Recall: 0.93250	F1: 0.30389	F2: 0.51029
	Total predictions: 12000	True positives: 1865	False positives: 8409	False negatives:  135	True negatives: 1591

['poi', 'expenses', 'other', 'director_fees', 'bonus']
GaussianNB()
['poi', 'expenses', 'other', 'director_fees', 'bonus']
	Accuracy: 0.29500	Precision: 0.18364	Recall: 0.93750	F1: 0.30713	F2: 0.51483
	Total predictions: 12000	True positives: 1875	False positives: 8335	False negatives:  125	True negatives: 1665

['poi', 'expenses', 'other', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'other', 'director_fees', 'total_stock_value']
	Accuracy: 0.50367	Precision: 0.19400	Recall: 0.86300	F1: 0.31678	F2: 0.51074
	Total predictions: 15000	True positives: 1726	False positives: 7171	False negatives:  274	True negatives: 5829

['poi', 'expenses', 'other', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'other', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.27292	Precision: 0.16803	Recall: 0.94300	F1: 0.28524	F2: 0.49053
	Total predictions: 13000	True positives: 1886	False positives: 9338	False negatives:  114	True negatives: 1662

['poi', 'expenses', 'other', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'other', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.27485	Precision: 0.16003	Recall: 0.87400	F1: 0.27053	F2: 0.46187
	Total predictions: 13000	True positives: 1748	False positives: 9175	False negatives:  252	True negatives: 1825

['poi', 'expenses', 'other', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'other', 'director_fees', 'restricted_stock']
	Accuracy: 0.25436	Precision: 0.15360	Recall: 0.93550	F1: 0.26387	F2: 0.46355
	Total predictions: 14000	True positives: 1871	False positives: 10310	False negatives:  129	True negatives: 1690

['poi', 'expenses', 'other', 'director_fees', 'salary']
GaussianNB()
['poi', 'expenses', 'other', 'director_fees', 'salary']
	Accuracy: 0.29333	Precision: 0.18279	Recall: 0.93350	F1: 0.30571	F2: 0.51252
	Total predictions: 12000	True positives: 1867	False positives: 8347	False negatives:  133	True negatives: 1653

['poi', 'expenses', 'other', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'expenses', 'other', 'director_fees', 'total_payments']
	Accuracy: 0.62377	Precision: 0.20816	Recall: 0.51550	F1: 0.29656	F2: 0.39798
	Total predictions: 13000	True positives: 1031	False positives: 3922	False negatives:  969	True negatives: 7078

['poi', 'expenses', 'other', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'other', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.41107	Precision: 0.18507	Recall: 0.91750	F1: 0.30802	F2: 0.51214
	Total predictions: 14000	True positives: 1835	False positives: 8080	False negatives:  165	True negatives: 3920

['poi', 'expenses', 'other', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'expenses', 'other', 'resto_dirfees', 'bonus']
	Accuracy: 0.19842	Precision: 0.16575	Recall: 0.94450	F1: 0.28200	F2: 0.48693
	Total predictions: 12000	True positives: 1889	False positives: 9508	False negatives:  111	True negatives:  492

['poi', 'expenses', 'other', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'other', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.21000	Precision: 0.14065	Recall: 0.88650	F1: 0.24278	F2: 0.43021
	Total predictions: 14000	True positives: 1773	False positives: 10833	False negatives:  227	True negatives: 1167

['poi', 'expenses', 'other', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'other', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.19108	Precision: 0.16459	Recall: 0.94550	F1: 0.28038	F2: 0.48515
	Total predictions: 12000	True positives: 1891	False positives: 9598	False negatives:  109	True negatives:  402

['poi', 'expenses', 'other', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'other', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.19092	Precision: 0.15710	Recall: 0.88300	F1: 0.26675	F2: 0.45892
	Total predictions: 12000	True positives: 1766	False positives: 9475	False negatives:  234	True negatives:  525

['poi', 'expenses', 'other', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'other', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.17036	Precision: 0.14110	Recall: 0.94500	F1: 0.24553	F2: 0.44169
	Total predictions: 14000	True positives: 1890	False positives: 11505	False negatives:  110	True negatives:  495

['poi', 'expenses', 'other', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'expenses', 'other', 'resto_dirfees', 'salary']
	Accuracy: 0.19792	Precision: 0.16531	Recall: 0.94150	F1: 0.28123	F2: 0.48553
	Total predictions: 12000	True positives: 1883	False positives: 9508	False negatives:  117	True negatives:  492

['poi', 'expenses', 'other', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'expenses', 'other', 'resto_dirfees', 'total_payments']
	Accuracy: 0.22723	Precision: 0.14865	Recall: 0.85100	F1: 0.25309	F2: 0.43753
	Total predictions: 13000	True positives: 1702	False positives: 9748	False negatives:  298	True negatives: 1252

['poi', 'expenses', 'other', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'other', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.21864	Precision: 0.14275	Recall: 0.89300	F1: 0.24616	F2: 0.43538
	Total predictions: 14000	True positives: 1786	False positives: 10725	False negatives:  214	True negatives: 1275

['poi', 'expenses', 'other', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'other', 'bonus', 'total_stock_value']
	Accuracy: 0.84336	Precision: 0.41787	Recall: 0.24550	F1: 0.30929	F2: 0.26757
	Total predictions: 14000	True positives:  491	False positives:  684	False negatives: 1509	True negatives: 11316

['poi', 'expenses', 'other', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'other', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.81683	Precision: 0.35355	Recall: 0.11950	F1: 0.17862	F2: 0.13774
	Total predictions: 12000	True positives:  239	False positives:  437	False negatives: 1761	True negatives: 9563

['poi', 'expenses', 'other', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'other', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.80292	Precision: 0.27552	Recall: 0.11200	F1: 0.15926	F2: 0.12708
	Total predictions: 12000	True positives:  224	False positives:  589	False negatives: 1776	True negatives: 9411

['poi', 'expenses', 'other', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'other', 'bonus', 'restricted_stock']
	Accuracy: 0.81369	Precision: 0.26608	Recall: 0.12000	F1: 0.16540	F2: 0.13480
	Total predictions: 13000	True positives:  240	False positives:  662	False negatives: 1760	True negatives: 10338

['poi', 'expenses', 'other', 'bonus', 'salary']
GaussianNB()
['poi', 'expenses', 'other', 'bonus', 'salary']
	Accuracy: 0.80073	Precision: 0.34810	Recall: 0.11000	F1: 0.16717	F2: 0.12743
	Total predictions: 11000	True positives:  220	False positives:  412	False negatives: 1780	True negatives: 8588

['poi', 'expenses', 'other', 'bonus', 'total_payments']
GaussianNB()
['poi', 'expenses', 'other', 'bonus', 'total_payments']
	Accuracy: 0.82262	Precision: 0.31111	Recall: 0.12600	F1: 0.17936	F2: 0.14302
	Total predictions: 13000	True positives:  252	False positives:  558	False negatives: 1748	True negatives: 10442

['poi', 'expenses', 'other', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'other', 'bonus', 'exercised_stock_options']
	Accuracy: 0.84636	Precision: 0.43105	Recall: 0.23600	F1: 0.30501	F2: 0.25948
	Total predictions: 14000	True positives:  472	False positives:  623	False negatives: 1528	True negatives: 11377

['poi', 'expenses', 'other', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'other', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.85221	Precision: 0.45704	Recall: 0.18350	F1: 0.26186	F2: 0.20845
	Total predictions: 14000	True positives:  367	False positives:  436	False negatives: 1633	True negatives: 11564

['poi', 'expenses', 'other', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'other', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.85250	Precision: 0.45912	Recall: 0.18250	F1: 0.26118	F2: 0.20750
	Total predictions: 14000	True positives:  365	False positives:  430	False negatives: 1635	True negatives: 11570

['poi', 'expenses', 'other', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'other', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.85907	Precision: 0.51519	Recall: 0.22900	F1: 0.31706	F2: 0.25762
	Total predictions: 14000	True positives:  458	False positives:  431	False negatives: 1542	True negatives: 11569

['poi', 'expenses', 'other', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'expenses', 'other', 'total_stock_value', 'salary']
	Accuracy: 0.84886	Precision: 0.43079	Recall: 0.18050	F1: 0.25440	F2: 0.20423
	Total predictions: 14000	True positives:  361	False positives:  477	False negatives: 1639	True negatives: 11523

['poi', 'expenses', 'other', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'expenses', 'other', 'total_stock_value', 'total_payments']
	Accuracy: 0.84073	Precision: 0.31737	Recall: 0.16900	F1: 0.22055	F2: 0.18643
	Total predictions: 15000	True positives:  338	False positives:  727	False negatives: 1662	True negatives: 12273

['poi', 'expenses', 'other', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'other', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.84686	Precision: 0.43064	Recall: 0.22350	F1: 0.29427	F2: 0.24729
	Total predictions: 14000	True positives:  447	False positives:  591	False negatives: 1553	True negatives: 11409

['poi', 'expenses', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.79300	Precision: 0.00612	Recall: 0.00150	F1: 0.00241	F2: 0.00177
	Total predictions: 12000	True positives:    3	False positives:  487	False negatives: 1997	True negatives: 9513

['poi', 'expenses', 'other', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'other', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.82200	Precision: 0.15449	Recall: 0.05500	F1: 0.08112	F2: 0.06313
	Total predictions: 14000	True positives:  110	False positives:  602	False negatives: 1890	True negatives: 11398

['poi', 'expenses', 'other', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'expenses', 'other', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.80625	Precision: 0.18929	Recall: 0.04950	F1: 0.07848	F2: 0.05808
	Total predictions: 12000	True positives:   99	False positives:  424	False negatives: 1901	True negatives: 9576

['poi', 'expenses', 'other', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'expenses', 'other', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.81815	Precision: 0.00811	Recall: 0.00150	F1: 0.00253	F2: 0.00179
	Total predictions: 13000	True positives:    3	False positives:  367	False negatives: 1997	True negatives: 10633

['poi', 'expenses', 'other', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'other', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.85421	Precision: 0.47415	Recall: 0.18800	F1: 0.26924	F2: 0.21381
	Total predictions: 14000	True positives:  376	False positives:  417	False negatives: 1624	True negatives: 11583

['poi', 'expenses', 'other', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'other', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.80115	Precision: 0.13115	Recall: 0.05200	F1: 0.07447	F2: 0.05914
	Total predictions: 13000	True positives:  104	False positives:  689	False negatives: 1896	True negatives: 10311

['poi', 'expenses', 'other', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'expenses', 'other', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.80300	Precision: 0.19565	Recall: 0.05850	F1: 0.09007	F2: 0.06804
	Total predictions: 12000	True positives:  117	False positives:  481	False negatives: 1883	True negatives: 9519

['poi', 'expenses', 'other', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'expenses', 'other', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.81800	Precision: 0.01330	Recall: 0.00250	F1: 0.00421	F2: 0.00298
	Total predictions: 13000	True positives:    5	False positives:  371	False negatives: 1995	True negatives: 10629

['poi', 'expenses', 'other', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'other', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.85500	Precision: 0.48116	Recall: 0.19150	F1: 0.27396	F2: 0.21771
	Total predictions: 14000	True positives:  383	False positives:  413	False negatives: 1617	True negatives: 11587

['poi', 'expenses', 'other', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'expenses', 'other', 'restricted_stock', 'salary']
	Accuracy: 0.81615	Precision: 0.17928	Recall: 0.05450	F1: 0.08359	F2: 0.06331
	Total predictions: 13000	True positives:  109	False positives:  499	False negatives: 1891	True negatives: 10501

['poi', 'expenses', 'other', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'expenses', 'other', 'restricted_stock', 'total_payments']
	Accuracy: 0.81929	Precision: 0.16199	Recall: 0.06350	F1: 0.09124	F2: 0.07229
	Total predictions: 14000	True positives:  127	False positives:  657	False negatives: 1873	True negatives: 11343

['poi', 'expenses', 'other', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'other', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.85114	Precision: 0.45775	Recall: 0.22750	F1: 0.30394	F2: 0.25295
	Total predictions: 14000	True positives:  455	False positives:  539	False negatives: 1545	True negatives: 11461

['poi', 'expenses', 'other', 'salary', 'total_payments']
GaussianNB()
['poi', 'expenses', 'other', 'salary', 'total_payments']
	Accuracy: 0.81892	Precision: 0.20202	Recall: 0.06000	F1: 0.09252	F2: 0.06982
	Total predictions: 13000	True positives:  120	False positives:  474	False negatives: 1880	True negatives: 10526

['poi', 'expenses', 'other', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'other', 'salary', 'exercised_stock_options']
	Accuracy: 0.84850	Precision: 0.42595	Recall: 0.17400	F1: 0.24707	F2: 0.19735
	Total predictions: 14000	True positives:  348	False positives:  469	False negatives: 1652	True negatives: 11531

['poi', 'expenses', 'other', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'other', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.83979	Precision: 0.36950	Recall: 0.17200	F1: 0.23473	F2: 0.19259
	Total predictions: 14000	True positives:  344	False positives:  587	False negatives: 1656	True negatives: 11413

['poi', 'expenses', 'director_fees', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'expenses', 'director_fees', 'resto_dirfees', 'bonus']
	Accuracy: 0.30517	Precision: 0.19346	Recall: 1.00000	F1: 0.32420	F2: 0.54532
	Total predictions: 12000	True positives: 2000	False positives: 8338	False negatives:    0	True negatives: 1662

['poi', 'expenses', 'director_fees', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'director_fees', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.26036	Precision: 0.16188	Recall: 1.00000	F1: 0.27865	F2: 0.49128
	Total predictions: 14000	True positives: 2000	False positives: 10355	False negatives:    0	True negatives: 1645

['poi', 'expenses', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.30083	Precision: 0.19249	Recall: 1.00000	F1: 0.32284	F2: 0.54377
	Total predictions: 12000	True positives: 2000	False positives: 8390	False negatives:    0	True negatives: 1610

['poi', 'expenses', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.29792	Precision: 0.18600	Recall: 0.95150	F1: 0.31118	F2: 0.52191
	Total predictions: 12000	True positives: 1903	False positives: 8328	False negatives:   97	True negatives: 1672

['poi', 'expenses', 'director_fees', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'director_fees', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.25957	Precision: 0.16108	Recall: 0.99400	F1: 0.27723	F2: 0.48864
	Total predictions: 14000	True positives: 1988	False positives: 10354	False negatives:   12	True negatives: 1646

['poi', 'expenses', 'director_fees', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'expenses', 'director_fees', 'resto_dirfees', 'salary']
	Accuracy: 0.29858	Precision: 0.19164	Recall: 0.99700	F1: 0.32148	F2: 0.54170
	Total predictions: 12000	True positives: 1994	False positives: 8411	False negatives:    6	True negatives: 1589

['poi', 'expenses', 'director_fees', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'expenses', 'director_fees', 'resto_dirfees', 'total_payments']
	Accuracy: 0.27708	Precision: 0.16961	Recall: 0.94950	F1: 0.28781	F2: 0.49463
	Total predictions: 13000	True positives: 1899	False positives: 9297	False negatives:  101	True negatives: 1703

['poi', 'expenses', 'director_fees', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'director_fees', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.26671	Precision: 0.16305	Recall: 1.00000	F1: 0.28039	F2: 0.49344
	Total predictions: 14000	True positives: 2000	False positives: 10266	False negatives:    0	True negatives: 1734

['poi', 'expenses', 'director_fees', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'director_fees', 'bonus', 'total_stock_value']
	Accuracy: 0.43447	Precision: 0.19008	Recall: 0.99400	F1: 0.31913	F2: 0.53849
	Total predictions: 15000	True positives: 1988	False positives: 8471	False negatives:   12	True negatives: 4529

['poi', 'expenses', 'director_fees', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'director_fees', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.28377	Precision: 0.17682	Recall: 1.00000	F1: 0.30050	F2: 0.51784
	Total predictions: 13000	True positives: 2000	False positives: 9311	False negatives:    0	True negatives: 1689

['poi', 'expenses', 'director_fees', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'director_fees', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.28123	Precision: 0.17138	Recall: 0.95750	F1: 0.29072	F2: 0.49937
	Total predictions: 13000	True positives: 1915	False positives: 9259	False negatives:   85	True negatives: 1741

['poi', 'expenses', 'director_fees', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'director_fees', 'bonus', 'restricted_stock']
	Accuracy: 0.26279	Precision: 0.16189	Recall: 0.99600	F1: 0.27850	F2: 0.49052
	Total predictions: 14000	True positives: 1992	False positives: 10313	False negatives:    8	True negatives: 1687

['poi', 'expenses', 'director_fees', 'bonus', 'salary']
GaussianNB()
['poi', 'expenses', 'director_fees', 'bonus', 'salary']
	Accuracy: 0.29858	Precision: 0.19134	Recall: 0.99450	F1: 0.32094	F2: 0.54064
	Total predictions: 12000	True positives: 1989	False positives: 8406	False negatives:   11	True negatives: 1594

['poi', 'expenses', 'director_fees', 'bonus', 'total_payments']
GaussianNB()
['poi', 'expenses', 'director_fees', 'bonus', 'total_payments']
	Accuracy: 0.56277	Precision: 0.20556	Recall: 0.64300	F1: 0.31153	F2: 0.45104
	Total predictions: 13000	True positives: 1286	False positives: 4970	False negatives:  714	True negatives: 6030

['poi', 'expenses', 'director_fees', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'director_fees', 'bonus', 'exercised_stock_options']
	Accuracy: 0.33021	Precision: 0.17551	Recall: 0.99750	F1: 0.29850	F2: 0.51505
	Total predictions: 14000	True positives: 1995	False positives: 9372	False negatives:    5	True negatives: 2628

['poi', 'expenses', 'director_fees', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'director_fees', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.25013	Precision: 0.15097	Recall: 1.00000	F1: 0.26233	F2: 0.47063
	Total predictions: 15000	True positives: 2000	False positives: 11248	False negatives:    0	True negatives: 1752

['poi', 'expenses', 'director_fees', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'director_fees', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.25027	Precision: 0.15099	Recall: 1.00000	F1: 0.26236	F2: 0.47068
	Total predictions: 15000	True positives: 2000	False positives: 11246	False negatives:    0	True negatives: 1754

['poi', 'expenses', 'director_fees', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'director_fees', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.39080	Precision: 0.17841	Recall: 0.99000	F1: 0.30234	F2: 0.51838
	Total predictions: 15000	True positives: 1980	False positives: 9118	False negatives:   20	True negatives: 3882

['poi', 'expenses', 'director_fees', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'expenses', 'director_fees', 'total_stock_value', 'salary']
	Accuracy: 0.36160	Precision: 0.17277	Recall: 1.00000	F1: 0.29464	F2: 0.51083
	Total predictions: 15000	True positives: 2000	False positives: 9576	False negatives:    0	True negatives: 3424

['poi', 'expenses', 'director_fees', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'expenses', 'director_fees', 'total_stock_value', 'total_payments']
	Accuracy: 0.72927	Precision: 0.20464	Recall: 0.35700	F1: 0.26016	F2: 0.31073
	Total predictions: 15000	True positives:  714	False positives: 2775	False negatives: 1286	True negatives: 10225

['poi', 'expenses', 'director_fees', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'director_fees', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.55457	Precision: 0.20378	Recall: 0.72850	F1: 0.31847	F2: 0.48086
	Total predictions: 14000	True positives: 1457	False positives: 5693	False negatives:  543	True negatives: 6307

['poi', 'expenses', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.28269	Precision: 0.17126	Recall: 0.95400	F1: 0.29039	F2: 0.49841
	Total predictions: 13000	True positives: 1908	False positives: 9233	False negatives:   92	True negatives: 1767

['poi', 'expenses', 'director_fees', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'director_fees', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.26079	Precision: 0.16097	Recall: 0.99100	F1: 0.27695	F2: 0.48786
	Total predictions: 14000	True positives: 1982	False positives: 10331	False negatives:   18	True negatives: 1669

['poi', 'expenses', 'director_fees', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'expenses', 'director_fees', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.27631	Precision: 0.17475	Recall: 0.99500	F1: 0.29728	F2: 0.51320
	Total predictions: 13000	True positives: 1990	False positives: 9398	False negatives:   10	True negatives: 1602

['poi', 'expenses', 'director_fees', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'expenses', 'director_fees', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.41993	Precision: 0.19020	Recall: 0.93950	F1: 0.31636	F2: 0.52548
	Total predictions: 14000	True positives: 1879	False positives: 8000	False negatives:  121	True negatives: 4000

['poi', 'expenses', 'director_fees', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'director_fees', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.26057	Precision: 0.16192	Recall: 1.00000	F1: 0.27871	F2: 0.49135
	Total predictions: 14000	True positives: 2000	False positives: 10352	False negatives:    0	True negatives: 1648

['poi', 'expenses', 'director_fees', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'director_fees', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.25364	Precision: 0.15347	Recall: 0.93550	F1: 0.26369	F2: 0.46333
	Total predictions: 14000	True positives: 1871	False positives: 10320	False negatives:  129	True negatives: 1680

['poi', 'expenses', 'director_fees', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'expenses', 'director_fees', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.27931	Precision: 0.16707	Recall: 0.92450	F1: 0.28300	F2: 0.48487
	Total predictions: 13000	True positives: 1849	False positives: 9218	False negatives:  151	True negatives: 1782

['poi', 'expenses', 'director_fees', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'expenses', 'director_fees', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.43321	Precision: 0.19137	Recall: 0.92000	F1: 0.31683	F2: 0.52228
	Total predictions: 14000	True positives: 1840	False positives: 7775	False negatives:  160	True negatives: 4225

['poi', 'expenses', 'director_fees', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'director_fees', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.25771	Precision: 0.16139	Recall: 1.00000	F1: 0.27793	F2: 0.49039
	Total predictions: 14000	True positives: 2000	False positives: 10392	False negatives:    0	True negatives: 1608

['poi', 'expenses', 'director_fees', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'expenses', 'director_fees', 'restricted_stock', 'salary']
	Accuracy: 0.26393	Precision: 0.16221	Recall: 0.99700	F1: 0.27902	F2: 0.49130
	Total predictions: 14000	True positives: 1994	False positives: 10299	False negatives:    6	True negatives: 1701

['poi', 'expenses', 'director_fees', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'expenses', 'director_fees', 'restricted_stock', 'total_payments']
	Accuracy: 0.64371	Precision: 0.22022	Recall: 0.58800	F1: 0.32044	F2: 0.44078
	Total predictions: 14000	True positives: 1176	False positives: 4164	False negatives:  824	True negatives: 7836

['poi', 'expenses', 'director_fees', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'director_fees', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.33707	Precision: 0.16711	Recall: 0.99700	F1: 0.28625	F2: 0.50020
	Total predictions: 15000	True positives: 1994	False positives: 9938	False negatives:    6	True negatives: 3062

['poi', 'expenses', 'director_fees', 'salary', 'total_payments']
GaussianNB()
['poi', 'expenses', 'director_fees', 'salary', 'total_payments']
	Accuracy: 0.52485	Precision: 0.21581	Recall: 0.79300	F1: 0.33929	F2: 0.51665
	Total predictions: 13000	True positives: 1586	False positives: 5763	False negatives:  414	True negatives: 5237

['poi', 'expenses', 'director_fees', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'director_fees', 'salary', 'exercised_stock_options']
	Accuracy: 0.28264	Precision: 0.16607	Recall: 1.00000	F1: 0.28484	F2: 0.49893
	Total predictions: 14000	True positives: 2000	False positives: 10043	False negatives:    0	True negatives: 1957

['poi', 'expenses', 'director_fees', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'director_fees', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.72500	Precision: 0.22778	Recall: 0.38700	F1: 0.28677	F2: 0.33953
	Total predictions: 14000	True positives:  774	False positives: 2624	False negatives: 1226	True negatives: 9376

['poi', 'expenses', 'resto_dirfees', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'bonus', 'total_stock_value']
	Accuracy: 0.21543	Precision: 0.15048	Recall: 0.96700	F1: 0.26044	F2: 0.46374
	Total predictions: 14000	True positives: 1934	False positives: 10918	False negatives:   66	True negatives: 1082

['poi', 'expenses', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.20608	Precision: 0.17351	Recall: 1.00000	F1: 0.29570	F2: 0.51211
	Total predictions: 12000	True positives: 2000	False positives: 9527	False negatives:    0	True negatives:  473

['poi', 'expenses', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.19558	Precision: 0.16443	Recall: 0.93750	F1: 0.27979	F2: 0.48317
	Total predictions: 12000	True positives: 1875	False positives: 9528	False negatives:  125	True negatives:  472

['poi', 'expenses', 'resto_dirfees', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'bonus', 'restricted_stock']
	Accuracy: 0.18515	Precision: 0.15849	Recall: 0.99700	F1: 0.27351	F2: 0.48443
	Total predictions: 13000	True positives: 1994	False positives: 10587	False negatives:    6	True negatives:  413

['poi', 'expenses', 'resto_dirfees', 'bonus', 'salary']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'bonus', 'salary']
	Accuracy: 0.20217	Precision: 0.17212	Recall: 0.99400	F1: 0.29343	F2: 0.50844
	Total predictions: 12000	True positives: 1988	False positives: 9562	False negatives:   12	True negatives:  438

['poi', 'expenses', 'resto_dirfees', 'bonus', 'total_payments']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'bonus', 'total_payments']
	Accuracy: 0.22469	Precision: 0.15071	Recall: 0.87150	F1: 0.25698	F2: 0.44544
	Total predictions: 13000	True positives: 1743	False positives: 9822	False negatives:  257	True negatives: 1178

['poi', 'expenses', 'resto_dirfees', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'bonus', 'exercised_stock_options']
	Accuracy: 0.21500	Precision: 0.15068	Recall: 0.96950	F1: 0.26083	F2: 0.46459
	Total predictions: 14000	True positives: 1939	False positives: 10929	False negatives:   61	True negatives: 1071

['poi', 'expenses', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.19886	Precision: 0.15027	Recall: 0.99000	F1: 0.26094	F2: 0.46751
	Total predictions: 14000	True positives: 1980	False positives: 11196	False negatives:   20	True negatives:  804

['poi', 'expenses', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.20143	Precision: 0.14989	Recall: 0.98250	F1: 0.26009	F2: 0.46542
	Total predictions: 14000	True positives: 1965	False positives: 11145	False negatives:   35	True negatives:  855

['poi', 'expenses', 'resto_dirfees', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.21221	Precision: 0.14930	Recall: 0.96100	F1: 0.25845	F2: 0.46040
	Total predictions: 14000	True positives: 1922	False positives: 10951	False negatives:   78	True negatives: 1049

['poi', 'expenses', 'resto_dirfees', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'total_stock_value', 'salary']
	Accuracy: 0.21729	Precision: 0.15073	Recall: 0.96650	F1: 0.26079	F2: 0.46413
	Total predictions: 14000	True positives: 1933	False positives: 10891	False negatives:   67	True negatives: 1109

['poi', 'expenses', 'resto_dirfees', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'total_stock_value', 'total_payments']
	Accuracy: 0.22760	Precision: 0.13311	Recall: 0.86950	F1: 0.23088	F2: 0.41279
	Total predictions: 15000	True positives: 1739	False positives: 11325	False negatives:  261	True negatives: 1675

['poi', 'expenses', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.22750	Precision: 0.14866	Recall: 0.93250	F1: 0.25645	F2: 0.45388
	Total predictions: 14000	True positives: 1865	False positives: 10680	False negatives:  135	True negatives: 1320

['poi', 'expenses', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.19308	Precision: 0.16400	Recall: 0.93750	F1: 0.27916	F2: 0.48243
	Total predictions: 12000	True positives: 1875	False positives: 9558	False negatives:  125	True negatives:  442

['poi', 'expenses', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.18423	Precision: 0.15812	Recall: 0.99500	F1: 0.27288	F2: 0.48336
	Total predictions: 13000	True positives: 1990	False positives: 10595	False negatives:   10	True negatives:  405

['poi', 'expenses', 'resto_dirfees', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.19625	Precision: 0.17107	Recall: 0.99400	F1: 0.29190	F2: 0.50660
	Total predictions: 12000	True positives: 1988	False positives: 9633	False negatives:   12	True negatives:  367

['poi', 'expenses', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.21393	Precision: 0.14000	Recall: 0.87550	F1: 0.24140	F2: 0.42693
	Total predictions: 14000	True positives: 1751	False positives: 10756	False negatives:  249	True negatives: 1244

['poi', 'expenses', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.20336	Precision: 0.15169	Recall: 0.99650	F1: 0.26329	F2: 0.47140
	Total predictions: 14000	True positives: 1993	False positives: 11146	False negatives:    7	True negatives:  854

['poi', 'expenses', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.17638	Precision: 0.15113	Recall: 0.94300	F1: 0.26052	F2: 0.46047
	Total predictions: 13000	True positives: 1886	False positives: 10593	False negatives:  114	True negatives:  407

['poi', 'expenses', 'resto_dirfees', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.19642	Precision: 0.16481	Recall: 0.93950	F1: 0.28043	F2: 0.48425
	Total predictions: 12000	True positives: 1879	False positives: 9522	False negatives:  121	True negatives:  478

['poi', 'expenses', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.22938	Precision: 0.15139	Recall: 0.87050	F1: 0.25793	F2: 0.44641
	Total predictions: 13000	True positives: 1741	False positives: 9759	False negatives:  259	True negatives: 1241

['poi', 'expenses', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.20643	Precision: 0.15085	Recall: 0.98400	F1: 0.26160	F2: 0.46755
	Total predictions: 14000	True positives: 1968	False positives: 11078	False negatives:   32	True negatives:  922

['poi', 'expenses', 'resto_dirfees', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'restricted_stock', 'salary']
	Accuracy: 0.18362	Precision: 0.15748	Recall: 0.99000	F1: 0.27174	F2: 0.48121
	Total predictions: 13000	True positives: 1980	False positives: 10593	False negatives:   20	True negatives:  407

['poi', 'expenses', 'resto_dirfees', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'restricted_stock', 'total_payments']
	Accuracy: 0.21036	Precision: 0.13927	Recall: 0.87400	F1: 0.24026	F2: 0.42528
	Total predictions: 14000	True positives: 1748	False positives: 10803	False negatives:  252	True negatives: 1197

['poi', 'expenses', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.21057	Precision: 0.14953	Recall: 0.96550	F1: 0.25895	F2: 0.46165
	Total predictions: 14000	True positives: 1931	False positives: 10983	False negatives:   69	True negatives: 1017

['poi', 'expenses', 'resto_dirfees', 'salary', 'total_payments']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'salary', 'total_payments']
	Accuracy: 0.22446	Precision: 0.15019	Recall: 0.86750	F1: 0.25605	F2: 0.44369
	Total predictions: 13000	True positives: 1735	False positives: 9817	False negatives:  265	True negatives: 1183

['poi', 'expenses', 'resto_dirfees', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'salary', 'exercised_stock_options']
	Accuracy: 0.21393	Precision: 0.15062	Recall: 0.97050	F1: 0.26076	F2: 0.46464
	Total predictions: 14000	True positives: 1941	False positives: 10946	False negatives:   59	True negatives: 1054

['poi', 'expenses', 'resto_dirfees', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'resto_dirfees', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.22543	Precision: 0.14241	Recall: 0.88050	F1: 0.24516	F2: 0.43234
	Total predictions: 14000	True positives: 1761	False positives: 10605	False negatives:  239	True negatives: 1395

['poi', 'expenses', 'bonus', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'expenses', 'bonus', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.85886	Precision: 0.51005	Recall: 0.30450	F1: 0.38134	F2: 0.33119
	Total predictions: 14000	True positives:  609	False positives:  585	False negatives: 1391	True negatives: 11415

['poi', 'expenses', 'bonus', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'bonus', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.85771	Precision: 0.50337	Recall: 0.29900	F1: 0.37516	F2: 0.32542
	Total predictions: 14000	True positives:  598	False positives:  590	False negatives: 1402	True negatives: 11410

['poi', 'expenses', 'bonus', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'bonus', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.85929	Precision: 0.51121	Recall: 0.34200	F1: 0.40983	F2: 0.36625
	Total predictions: 14000	True positives:  684	False positives:  654	False negatives: 1316	True negatives: 11346

['poi', 'expenses', 'bonus', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'expenses', 'bonus', 'total_stock_value', 'salary']
	Accuracy: 0.84807	Precision: 0.45112	Recall: 0.29300	F1: 0.35526	F2: 0.31509
	Total predictions: 14000	True positives:  586	False positives:  713	False negatives: 1414	True negatives: 11287

['poi', 'expenses', 'bonus', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'expenses', 'bonus', 'total_stock_value', 'total_payments']
	Accuracy: 0.85167	Precision: 0.40426	Recall: 0.23750	F1: 0.29921	F2: 0.25886
	Total predictions: 15000	True positives:  475	False positives:  700	False negatives: 1525	True negatives: 12300

['poi', 'expenses', 'bonus', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'bonus', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.85007	Precision: 0.46584	Recall: 0.33750	F1: 0.39142	F2: 0.35718
	Total predictions: 14000	True positives:  675	False positives:  774	False negatives: 1325	True negatives: 11226

['poi', 'expenses', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.81058	Precision: 0.35884	Recall: 0.17350	F1: 0.23391	F2: 0.19349
	Total predictions: 12000	True positives:  347	False positives:  620	False negatives: 1653	True negatives: 9380

['poi', 'expenses', 'bonus', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'bonus', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.82538	Precision: 0.36527	Recall: 0.18300	F1: 0.24384	F2: 0.20329
	Total predictions: 13000	True positives:  366	False positives:  636	False negatives: 1634	True negatives: 10364

['poi', 'expenses', 'bonus', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'expenses', 'bonus', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.82108	Precision: 0.42953	Recall: 0.22400	F1: 0.29445	F2: 0.24771
	Total predictions: 12000	True positives:  448	False positives:  595	False negatives: 1552	True negatives: 9405

['poi', 'expenses', 'bonus', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'expenses', 'bonus', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.83054	Precision: 0.35269	Recall: 0.12150	F1: 0.18074	F2: 0.13983
	Total predictions: 13000	True positives:  243	False positives:  446	False negatives: 1757	True negatives: 10554

['poi', 'expenses', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.85414	Precision: 0.48253	Recall: 0.29000	F1: 0.36227	F2: 0.31515
	Total predictions: 14000	True positives:  580	False positives:  622	False negatives: 1420	True negatives: 11378

['poi', 'expenses', 'bonus', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'bonus', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.81538	Precision: 0.30315	Recall: 0.15400	F1: 0.20424	F2: 0.17081
	Total predictions: 13000	True positives:  308	False positives:  708	False negatives: 1692	True negatives: 10292

['poi', 'expenses', 'bonus', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'expenses', 'bonus', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.80242	Precision: 0.31282	Recall: 0.15500	F1: 0.20729	F2: 0.17239
	Total predictions: 12000	True positives:  310	False positives:  681	False negatives: 1690	True negatives: 9319

['poi', 'expenses', 'bonus', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'expenses', 'bonus', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.83246	Precision: 0.37176	Recall: 0.12900	F1: 0.19154	F2: 0.14838
	Total predictions: 13000	True positives:  258	False positives:  436	False negatives: 1742	True negatives: 10564

['poi', 'expenses', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.85621	Precision: 0.49436	Recall: 0.28500	F1: 0.36156	F2: 0.31137
	Total predictions: 14000	True positives:  570	False positives:  583	False negatives: 1430	True negatives: 11417

['poi', 'expenses', 'bonus', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'expenses', 'bonus', 'restricted_stock', 'salary']
	Accuracy: 0.82131	Precision: 0.34921	Recall: 0.18700	F1: 0.24357	F2: 0.20615
	Total predictions: 13000	True positives:  374	False positives:  697	False negatives: 1626	True negatives: 10303

['poi', 'expenses', 'bonus', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'expenses', 'bonus', 'restricted_stock', 'total_payments']
	Accuracy: 0.82764	Precision: 0.28194	Recall: 0.13350	F1: 0.18120	F2: 0.14921
	Total predictions: 14000	True positives:  267	False positives:  680	False negatives: 1733	True negatives: 11320

['poi', 'expenses', 'bonus', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'bonus', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.85464	Precision: 0.48753	Recall: 0.34200	F1: 0.40200	F2: 0.36371
	Total predictions: 14000	True positives:  684	False positives:  719	False negatives: 1316	True negatives: 11281

['poi', 'expenses', 'bonus', 'salary', 'total_payments']
GaussianNB()
['poi', 'expenses', 'bonus', 'salary', 'total_payments']
	Accuracy: 0.82538	Precision: 0.33040	Recall: 0.13150	F1: 0.18813	F2: 0.14950
	Total predictions: 13000	True positives:  263	False positives:  533	False negatives: 1737	True negatives: 10467

['poi', 'expenses', 'bonus', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'bonus', 'salary', 'exercised_stock_options']
	Accuracy: 0.85100	Precision: 0.46630	Recall: 0.29750	F1: 0.36325	F2: 0.32072
	Total predictions: 14000	True positives:  595	False positives:  681	False negatives: 1405	True negatives: 11319

['poi', 'expenses', 'bonus', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'bonus', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85171	Precision: 0.46346	Recall: 0.24100	F1: 0.31711	F2: 0.26659
	Total predictions: 14000	True positives:  482	False positives:  558	False negatives: 1518	True negatives: 11442

['poi', 'expenses', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'expenses', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.87414	Precision: 0.63773	Recall: 0.27550	F1: 0.38478	F2: 0.31081
	Total predictions: 14000	True positives:  551	False positives:  313	False negatives: 1449	True negatives: 11687

['poi', 'expenses', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.86850	Precision: 0.58154	Recall: 0.28350	F1: 0.38118	F2: 0.31588
	Total predictions: 14000	True positives:  567	False positives:  408	False negatives: 1433	True negatives: 11592

['poi', 'expenses', 'total_stock_value', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'expenses', 'total_stock_value', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.85843	Precision: 0.50922	Recall: 0.24850	F1: 0.33401	F2: 0.27685
	Total predictions: 14000	True positives:  497	False positives:  479	False negatives: 1503	True negatives: 11521

['poi', 'expenses', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'expenses', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.85360	Precision: 0.39462	Recall: 0.18350	F1: 0.25051	F2: 0.20549
	Total predictions: 15000	True positives:  367	False positives:  563	False negatives: 1633	True negatives: 12437

['poi', 'expenses', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.85286	Precision: 0.47418	Recall: 0.27550	F1: 0.34851	F2: 0.30070
	Total predictions: 14000	True positives:  551	False positives:  611	False negatives: 1449	True negatives: 11389

['poi', 'expenses', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.86986	Precision: 0.59310	Recall: 0.28350	F1: 0.38363	F2: 0.31655
	Total predictions: 14000	True positives:  567	False positives:  389	False negatives: 1433	True negatives: 11611

['poi', 'expenses', 'total_stock_value', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'expenses', 'total_stock_value', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.86307	Precision: 0.54516	Recall: 0.25050	F1: 0.34327	F2: 0.28086
	Total predictions: 14000	True positives:  501	False positives:  418	False negatives: 1499	True negatives: 11582

['poi', 'expenses', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'expenses', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.85393	Precision: 0.39676	Recall: 0.18350	F1: 0.25094	F2: 0.20560
	Total predictions: 15000	True positives:  367	False positives:  558	False negatives: 1633	True negatives: 12442

['poi', 'expenses', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.85479	Precision: 0.48546	Recall: 0.27550	F1: 0.35152	F2: 0.30159
	Total predictions: 14000	True positives:  551	False positives:  584	False negatives: 1449	True negatives: 11416

['poi', 'expenses', 'total_stock_value', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'expenses', 'total_stock_value', 'restricted_stock', 'salary']
	Accuracy: 0.86243	Precision: 0.53707	Recall: 0.26800	F1: 0.35757	F2: 0.29784
	Total predictions: 14000	True positives:  536	False positives:  462	False negatives: 1464	True negatives: 11538

['poi', 'expenses', 'total_stock_value', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'expenses', 'total_stock_value', 'restricted_stock', 'total_payments']
	Accuracy: 0.85527	Precision: 0.40382	Recall: 0.17950	F1: 0.24853	F2: 0.20193
	Total predictions: 15000	True positives:  359	False positives:  530	False negatives: 1641	True negatives: 12470

['poi', 'expenses', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.85543	Precision: 0.48964	Recall: 0.28350	F1: 0.35909	F2: 0.30957
	Total predictions: 14000	True positives:  567	False positives:  591	False negatives: 1433	True negatives: 11409

['poi', 'expenses', 'total_stock_value', 'salary', 'total_payments']
GaussianNB()
['poi', 'expenses', 'total_stock_value', 'salary', 'total_payments']
	Accuracy: 0.85067	Precision: 0.37368	Recall: 0.17750	F1: 0.24068	F2: 0.19832
	Total predictions: 15000	True positives:  355	False positives:  595	False negatives: 1645	True negatives: 12405

['poi', 'expenses', 'total_stock_value', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'total_stock_value', 'salary', 'exercised_stock_options']
	Accuracy: 0.85800	Precision: 0.50535	Recall: 0.28350	F1: 0.36323	F2: 0.31079
	Total predictions: 14000	True positives:  567	False positives:  555	False negatives: 1433	True negatives: 11445

['poi', 'expenses', 'total_stock_value', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'total_stock_value', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85000	Precision: 0.39353	Recall: 0.23100	F1: 0.29112	F2: 0.25180
	Total predictions: 15000	True positives:  462	False positives:  712	False negatives: 1538	True negatives: 12288

['poi', 'expenses', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'expenses', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.81223	Precision: 0.17526	Recall: 0.05950	F1: 0.08884	F2: 0.06856
	Total predictions: 13000	True positives:  119	False positives:  560	False negatives: 1881	True negatives: 10440

['poi', 'expenses', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'expenses', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.79683	Precision: 0.24711	Recall: 0.10700	F1: 0.14934	F2: 0.12069
	Total predictions: 12000	True positives:  214	False positives:  652	False negatives: 1786	True negatives: 9348

['poi', 'expenses', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'expenses', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.83479	Precision: 0.07588	Recall: 0.01400	F1: 0.02364	F2: 0.01673
	Total predictions: 14000	True positives:   28	False positives:  341	False negatives: 1972	True negatives: 11659

['poi', 'expenses', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.86486	Precision: 0.55602	Recall: 0.26800	F1: 0.36167	F2: 0.29897
	Total predictions: 14000	True positives:  536	False positives:  428	False negatives: 1464	True negatives: 11572

['poi', 'expenses', 'from_poi_to_this_person', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'expenses', 'from_poi_to_this_person', 'restricted_stock', 'salary']
	Accuracy: 0.81108	Precision: 0.22922	Recall: 0.09650	F1: 0.13582	F2: 0.10914
	Total predictions: 13000	True positives:  193	False positives:  649	False negatives: 1807	True negatives: 10351

['poi', 'expenses', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'expenses', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']
	Accuracy: 0.82714	Precision: 0.17593	Recall: 0.05700	F1: 0.08610	F2: 0.06591
	Total predictions: 14000	True positives:  114	False positives:  534	False negatives: 1886	True negatives: 11466

['poi', 'expenses', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.86329	Precision: 0.54103	Recall: 0.28350	F1: 0.37205	F2: 0.31333
	Total predictions: 14000	True positives:  567	False positives:  481	False negatives: 1433	True negatives: 11519

['poi', 'expenses', 'from_poi_to_this_person', 'salary', 'total_payments']
GaussianNB()
['poi', 'expenses', 'from_poi_to_this_person', 'salary', 'total_payments']
	Accuracy: 0.83131	Precision: 0.26406	Recall: 0.05400	F1: 0.08966	F2: 0.06422
	Total predictions: 13000	True positives:  108	False positives:  301	False negatives: 1892	True negatives: 10699

['poi', 'expenses', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']
	Accuracy: 0.86207	Precision: 0.53795	Recall: 0.24450	F1: 0.33620	F2: 0.27444
	Total predictions: 14000	True positives:  489	False positives:  420	False negatives: 1511	True negatives: 11580

['poi', 'expenses', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84950	Precision: 0.43623	Recall: 0.18300	F1: 0.25784	F2: 0.20704
	Total predictions: 14000	True positives:  366	False positives:  473	False negatives: 1634	True negatives: 11527

['poi', 'expenses', 'from_this_person_to_poi', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'expenses', 'from_this_person_to_poi', 'restricted_stock', 'salary']
	Accuracy: 0.81354	Precision: 0.24941	Recall: 0.10550	F1: 0.14828	F2: 0.11926
	Total predictions: 13000	True positives:  211	False positives:  635	False negatives: 1789	True negatives: 10365

['poi', 'expenses', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'expenses', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']
	Accuracy: 0.82879	Precision: 0.19879	Recall: 0.06550	F1: 0.09853	F2: 0.07564
	Total predictions: 14000	True positives:  131	False positives:  528	False negatives: 1869	True negatives: 11472

['poi', 'expenses', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.86357	Precision: 0.54310	Recall: 0.28350	F1: 0.37254	F2: 0.31347
	Total predictions: 14000	True positives:  567	False positives:  477	False negatives: 1433	True negatives: 11523

['poi', 'expenses', 'from_this_person_to_poi', 'salary', 'total_payments']
GaussianNB()
['poi', 'expenses', 'from_this_person_to_poi', 'salary', 'total_payments']
	Accuracy: 0.83115	Precision: 0.27891	Recall: 0.06150	F1: 0.10078	F2: 0.07286
	Total predictions: 13000	True positives:  123	False positives:  318	False negatives: 1877	True negatives: 10682

['poi', 'expenses', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']
	Accuracy: 0.86364	Precision: 0.55347	Recall: 0.23550	F1: 0.33041	F2: 0.26607
	Total predictions: 14000	True positives:  471	False positives:  380	False negatives: 1529	True negatives: 11620

['poi', 'expenses', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85043	Precision: 0.44351	Recall: 0.18450	F1: 0.26059	F2: 0.20890
	Total predictions: 14000	True positives:  369	False positives:  463	False negatives: 1631	True negatives: 11537

['poi', 'expenses', 'restricted_stock', 'salary', 'total_payments']
GaussianNB()
['poi', 'expenses', 'restricted_stock', 'salary', 'total_payments']
	Accuracy: 0.82821	Precision: 0.19911	Recall: 0.06700	F1: 0.10026	F2: 0.07725
	Total predictions: 14000	True positives:  134	False positives:  539	False negatives: 1866	True negatives: 11461

['poi', 'expenses', 'restricted_stock', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'restricted_stock', 'salary', 'exercised_stock_options']
	Accuracy: 0.85900	Precision: 0.51243	Recall: 0.26800	F1: 0.35194	F2: 0.29626
	Total predictions: 14000	True positives:  536	False positives:  510	False negatives: 1464	True negatives: 11490

['poi', 'expenses', 'restricted_stock', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'restricted_stock', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85373	Precision: 0.39434	Recall: 0.18100	F1: 0.24812	F2: 0.20296
	Total predictions: 15000	True positives:  362	False positives:  556	False negatives: 1638	True negatives: 12444

['poi', 'expenses', 'salary', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'expenses', 'salary', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84393	Precision: 0.39665	Recall: 0.17750	F1: 0.24525	F2: 0.19955
	Total predictions: 14000	True positives:  355	False positives:  540	False negatives: 1645	True negatives: 11460

['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi']
	Accuracy: 0.29223	Precision: 0.17856	Recall: 1.00000	F1: 0.30301	F2: 0.52081
	Total predictions: 13000	True positives: 2000	False positives: 9201	False negatives:    0	True negatives: 1799

['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages']
	Accuracy: 0.31531	Precision: 0.17531	Recall: 0.93150	F1: 0.29508	F2: 0.50008
	Total predictions: 13000	True positives: 1863	False positives: 8764	False negatives:  137	True negatives: 2236

['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'other']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'other']
	Accuracy: 0.32191	Precision: 0.20205	Recall: 0.92550	F1: 0.33169	F2: 0.53930
	Total predictions: 11000	True positives: 1851	False positives: 7310	False negatives:  149	True negatives: 1690

['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees']
	Accuracy: 0.47930	Precision: 0.27751	Recall: 1.00000	F1: 0.43445	F2: 0.65759
	Total predictions: 10000	True positives: 2000	False positives: 5207	False negatives:    0	True negatives: 2793

['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees']
	Accuracy: 0.36910	Precision: 0.24070	Recall: 1.00000	F1: 0.38801	F2: 0.61316
	Total predictions: 10000	True positives: 2000	False positives: 6309	False negatives:    0	True negatives: 1691

['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'bonus']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'bonus']
	Accuracy: 0.32827	Precision: 0.21302	Recall: 1.00000	F1: 0.35122	F2: 0.57508
	Total predictions: 11000	True positives: 2000	False positives: 7389	False negatives:    0	True negatives: 1611

['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value']
	Accuracy: 0.26429	Precision: 0.16260	Recall: 1.00000	F1: 0.27972	F2: 0.49261
	Total predictions: 14000	True positives: 2000	False positives: 10300	False negatives:    0	True negatives: 1700

['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'from_poi_to_this_person']
	Accuracy: 0.30550	Precision: 0.19354	Recall: 1.00000	F1: 0.32431	F2: 0.54543
	Total predictions: 12000	True positives: 2000	False positives: 8334	False negatives:    0	True negatives: 1666

['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'from_this_person_to_poi']
	Accuracy: 0.30317	Precision: 0.18629	Recall: 0.94450	F1: 0.31120	F2: 0.52067
	Total predictions: 12000	True positives: 1889	False positives: 8251	False negatives:  111	True negatives: 1749

['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'restricted_stock']
	Accuracy: 0.28908	Precision: 0.17710	Recall: 0.99300	F1: 0.30059	F2: 0.51681
	Total predictions: 13000	True positives: 1986	False positives: 9228	False negatives:   14	True negatives: 1772

['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'salary']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'salary']
	Accuracy: 0.31333	Precision: 0.19424	Recall: 0.99100	F1: 0.32481	F2: 0.54439
	Total predictions: 12000	True positives: 1982	False positives: 8222	False negatives:   18	True negatives: 1778

['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'total_payments']
	Accuracy: 0.27615	Precision: 0.16902	Recall: 0.94600	F1: 0.28680	F2: 0.49286
	Total predictions: 13000	True positives: 1892	False positives: 9302	False negatives:  108	True negatives: 1698

['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'exercised_stock_options']
	Accuracy: 0.28062	Precision: 0.17618	Recall: 1.00000	F1: 0.29958	F2: 0.51674
	Total predictions: 13000	True positives: 2000	False positives: 9352	False negatives:    0	True negatives: 1648

['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages']
	Accuracy: 0.82775	Precision: 0.47704	Recall: 0.34800	F1: 0.40243	F2: 0.36790
	Total predictions: 12000	True positives:  696	False positives:  763	False negatives: 1304	True negatives: 9237

['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'other']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'other']
	Accuracy: 0.82200	Precision: 0.33646	Recall: 0.16150	F1: 0.21824	F2: 0.18025
	Total predictions: 13000	True positives:  323	False positives:  637	False negatives: 1677	True negatives: 10363

['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees']
	Accuracy: 0.28469	Precision: 0.17701	Recall: 1.00000	F1: 0.30077	F2: 0.51816
	Total predictions: 13000	True positives: 2000	False positives: 9299	False negatives:    0	True negatives: 1701

['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees']
	Accuracy: 0.20075	Precision: 0.17255	Recall: 1.00000	F1: 0.29431	F2: 0.51044
	Total predictions: 12000	True positives: 2000	False positives: 9591	False negatives:    0	True negatives:  409

['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus']
	Accuracy: 0.84162	Precision: 0.48068	Recall: 0.36700	F1: 0.41622	F2: 0.38522
	Total predictions: 13000	True positives:  734	False positives:  793	False negatives: 1266	True negatives: 10207

['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value']
	Accuracy: 0.84614	Precision: 0.45211	Recall: 0.36350	F1: 0.40299	F2: 0.37833
	Total predictions: 14000	True positives:  727	False positives:  881	False negatives: 1273	True negatives: 11119

['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'from_poi_to_this_person']
	Accuracy: 0.81175	Precision: 0.40270	Recall: 0.26800	F1: 0.32183	F2: 0.28721
	Total predictions: 12000	True positives:  536	False positives:  795	False negatives: 1464	True negatives: 9205

['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'from_this_person_to_poi']
	Accuracy: 0.80833	Precision: 0.37981	Recall: 0.23700	F1: 0.29187	F2: 0.25627
	Total predictions: 12000	True positives:  474	False positives:  774	False negatives: 1526	True negatives: 9226

['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'restricted_stock']
	Accuracy: 0.83150	Precision: 0.39978	Recall: 0.35800	F1: 0.37774	F2: 0.36564
	Total predictions: 14000	True positives:  716	False positives: 1075	False negatives: 1284	True negatives: 10925

['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'salary']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'salary']
	Accuracy: 0.83400	Precision: 0.44733	Recall: 0.33550	F1: 0.38343	F2: 0.35316
	Total predictions: 13000	True positives:  671	False positives:  829	False negatives: 1329	True negatives: 10171

['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'total_payments']
	Accuracy: 0.84400	Precision: 0.41756	Recall: 0.23300	F1: 0.29910	F2: 0.25559
	Total predictions: 14000	True positives:  466	False positives:  650	False negatives: 1534	True negatives: 11350

['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'exercised_stock_options']
	Accuracy: 0.85064	Precision: 0.46907	Recall: 0.34500	F1: 0.39758	F2: 0.36427
	Total predictions: 14000	True positives:  690	False positives:  781	False negatives: 1310	True negatives: 11219

['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'other']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'other']
	Accuracy: 0.82892	Precision: 0.39251	Recall: 0.20450	F1: 0.26890	F2: 0.22617
	Total predictions: 13000	True positives:  409	False positives:  633	False negatives: 1591	True negatives: 10367

['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'director_fees']
	Accuracy: 0.30731	Precision: 0.17403	Recall: 0.93500	F1: 0.29345	F2: 0.49880
	Total predictions: 13000	True positives: 1870	False positives: 8875	False negatives:  130	True negatives: 2125

['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'resto_dirfees']
	Accuracy: 0.22433	Precision: 0.16956	Recall: 0.93750	F1: 0.28718	F2: 0.49192
	Total predictions: 12000	True positives: 1875	False positives: 9183	False negatives:  125	True negatives:  817

['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'bonus']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'bonus']
	Accuracy: 0.85077	Precision: 0.52146	Recall: 0.36450	F1: 0.42908	F2: 0.38785
	Total predictions: 13000	True positives:  729	False positives:  669	False negatives: 1271	True negatives: 10331

['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'total_stock_value']
	Accuracy: 0.86136	Precision: 0.51871	Recall: 0.40900	F1: 0.45737	F2: 0.42706
	Total predictions: 14000	True positives:  818	False positives:  759	False negatives: 1182	True negatives: 11241

['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.83167	Precision: 0.49266	Recall: 0.33550	F1: 0.39917	F2: 0.35836
	Total predictions: 12000	True positives:  671	False positives:  691	False negatives: 1329	True negatives: 9309

['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'from_this_person_to_poi']
	Accuracy: 0.81700	Precision: 0.43351	Recall: 0.31950	F1: 0.36788	F2: 0.33724
	Total predictions: 12000	True positives:  639	False positives:  835	False negatives: 1361	True negatives: 9165

['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'restricted_stock']
	Accuracy: 0.84807	Precision: 0.45906	Recall: 0.35600	F1: 0.40101	F2: 0.37274
	Total predictions: 14000	True positives:  712	False positives:  839	False negatives: 1288	True negatives: 11161

['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'salary']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'salary']
	Accuracy: 0.84046	Precision: 0.47431	Recall: 0.34150	F1: 0.39709	F2: 0.36176
	Total predictions: 13000	True positives:  683	False positives:  757	False negatives: 1317	True negatives: 10243

['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'total_payments']
	Accuracy: 0.84843	Precision: 0.44891	Recall: 0.26800	F1: 0.33563	F2: 0.29149
	Total predictions: 14000	True positives:  536	False positives:  658	False negatives: 1464	True negatives: 11342

['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.86036	Precision: 0.51473	Recall: 0.39300	F1: 0.44570	F2: 0.41251
	Total predictions: 14000	True positives:  786	False positives:  741	False negatives: 1214	True negatives: 11259

['poi', 'deferred_income', 'long_term_incentive', 'other', 'director_fees']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'other', 'director_fees']
	Accuracy: 0.32645	Precision: 0.20439	Recall: 0.93500	F1: 0.33546	F2: 0.54522
	Total predictions: 11000	True positives: 1870	False positives: 7279	False negatives:  130	True negatives: 1721

['poi', 'deferred_income', 'long_term_incentive', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'other', 'resto_dirfees']
	Accuracy: 0.21109	Precision: 0.18029	Recall: 0.94150	F1: 0.30264	F2: 0.51046
	Total predictions: 11000	True positives: 1883	False positives: 8561	False negatives:  117	True negatives:  439

['poi', 'deferred_income', 'long_term_incentive', 'other', 'bonus']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'other', 'bonus']
	Accuracy: 0.81255	Precision: 0.46925	Recall: 0.23650	F1: 0.31449	F2: 0.26254
	Total predictions: 11000	True positives:  473	False positives:  535	False negatives: 1527	True negatives: 8465

['poi', 'deferred_income', 'long_term_incentive', 'other', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'other', 'total_stock_value']
	Accuracy: 0.85014	Precision: 0.46237	Recall: 0.30100	F1: 0.36463	F2: 0.32359
	Total predictions: 14000	True positives:  602	False positives:  700	False negatives: 1398	True negatives: 11300

['poi', 'deferred_income', 'long_term_incentive', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'other', 'from_poi_to_this_person']
	Accuracy: 0.81725	Precision: 0.40302	Recall: 0.20050	F1: 0.26778	F2: 0.22290
	Total predictions: 12000	True positives:  401	False positives:  594	False negatives: 1599	True negatives: 9406

['poi', 'deferred_income', 'long_term_incentive', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'other', 'from_this_person_to_poi']
	Accuracy: 0.80483	Precision: 0.34894	Recall: 0.19750	F1: 0.25223	F2: 0.21627
	Total predictions: 12000	True positives:  395	False positives:  737	False negatives: 1605	True negatives: 9263

['poi', 'deferred_income', 'long_term_incentive', 'other', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'other', 'restricted_stock']
	Accuracy: 0.83677	Precision: 0.44414	Recall: 0.24250	F1: 0.31371	F2: 0.26672
	Total predictions: 13000	True positives:  485	False positives:  607	False negatives: 1515	True negatives: 10393

['poi', 'deferred_income', 'long_term_incentive', 'other', 'salary']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'other', 'salary']
	Accuracy: 0.82745	Precision: 0.55020	Recall: 0.27950	F1: 0.37069	F2: 0.31000
	Total predictions: 11000	True positives:  559	False positives:  457	False negatives: 1441	True negatives: 8543

['poi', 'deferred_income', 'long_term_incentive', 'other', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'other', 'total_payments']
	Accuracy: 0.82631	Precision: 0.35948	Recall: 0.16500	F1: 0.22618	F2: 0.18502
	Total predictions: 13000	True positives:  330	False positives:  588	False negatives: 1670	True negatives: 10412

['poi', 'deferred_income', 'long_term_incentive', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'other', 'exercised_stock_options']
	Accuracy: 0.85779	Precision: 0.50368	Recall: 0.30800	F1: 0.38225	F2: 0.33395
	Total predictions: 14000	True positives:  616	False positives:  607	False negatives: 1384	True negatives: 11393

['poi', 'deferred_income', 'long_term_incentive', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'director_fees', 'resto_dirfees']
	Accuracy: 0.36270	Precision: 0.23886	Recall: 1.00000	F1: 0.38562	F2: 0.61076
	Total predictions: 10000	True positives: 2000	False positives: 6373	False negatives:    0	True negatives: 1627

['poi', 'deferred_income', 'long_term_incentive', 'director_fees', 'bonus']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'director_fees', 'bonus']
	Accuracy: 0.32591	Precision: 0.21243	Recall: 1.00000	F1: 0.35042	F2: 0.57422
	Total predictions: 11000	True positives: 2000	False positives: 7415	False negatives:    0	True negatives: 1585

['poi', 'deferred_income', 'long_term_incentive', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'director_fees', 'total_stock_value']
	Accuracy: 0.38507	Precision: 0.16598	Recall: 0.82100	F1: 0.27613	F2: 0.45884
	Total predictions: 14000	True positives: 1642	False positives: 8251	False negatives:  358	True negatives: 3749

['poi', 'deferred_income', 'long_term_incentive', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.29783	Precision: 0.19183	Recall: 1.00000	F1: 0.32191	F2: 0.54271
	Total predictions: 12000	True positives: 2000	False positives: 8426	False negatives:    0	True negatives: 1574

['poi', 'deferred_income', 'long_term_incentive', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.30242	Precision: 0.18476	Recall: 0.93350	F1: 0.30847	F2: 0.51560
	Total predictions: 12000	True positives: 1867	False positives: 8238	False negatives:  133	True negatives: 1762

['poi', 'deferred_income', 'long_term_incentive', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'director_fees', 'restricted_stock']
	Accuracy: 0.27662	Precision: 0.17446	Recall: 0.99200	F1: 0.29674	F2: 0.51208
	Total predictions: 13000	True positives: 1984	False positives: 9388	False negatives:   16	True negatives: 1612

['poi', 'deferred_income', 'long_term_incentive', 'director_fees', 'salary']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'director_fees', 'salary']
	Accuracy: 0.30500	Precision: 0.19295	Recall: 0.99600	F1: 0.32327	F2: 0.54355
	Total predictions: 12000	True positives: 1992	False positives: 8332	False negatives:    8	True negatives: 1668

['poi', 'deferred_income', 'long_term_incentive', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'director_fees', 'total_payments']
	Accuracy: 0.72154	Precision: 0.24005	Recall: 0.37400	F1: 0.29242	F2: 0.33645
	Total predictions: 13000	True positives:  748	False positives: 2368	False negatives: 1252	True negatives: 8632

['poi', 'deferred_income', 'long_term_incentive', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.29100	Precision: 0.17494	Recall: 0.97100	F1: 0.29647	F2: 0.50835
	Total predictions: 13000	True positives: 1942	False positives: 9159	False negatives:   58	True negatives: 1841

['poi', 'deferred_income', 'long_term_incentive', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'resto_dirfees', 'bonus']
	Accuracy: 0.21882	Precision: 0.18880	Recall: 1.00000	F1: 0.31764	F2: 0.53784
	Total predictions: 11000	True positives: 2000	False positives: 8593	False negatives:    0	True negatives:  407

['poi', 'deferred_income', 'long_term_incentive', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.22786	Precision: 0.15023	Recall: 0.94600	F1: 0.25928	F2: 0.45936
	Total predictions: 14000	True positives: 1892	False positives: 10702	False negatives:  108	True negatives: 1298

['poi', 'deferred_income', 'long_term_incentive', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.19967	Precision: 0.17235	Recall: 1.00000	F1: 0.29403	F2: 0.51010
	Total predictions: 12000	True positives: 2000	False positives: 9604	False negatives:    0	True negatives:  396

['poi', 'deferred_income', 'long_term_incentive', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.20673	Precision: 0.17892	Recall: 0.93700	F1: 0.30046	F2: 0.50720
	Total predictions: 11000	True positives: 1874	False positives: 8600	False negatives:  126	True negatives:  400

['poi', 'deferred_income', 'long_term_incentive', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.18769	Precision: 0.15837	Recall: 0.99200	F1: 0.27313	F2: 0.48324
	Total predictions: 13000	True positives: 1984	False positives: 10544	False negatives:   16	True negatives:  456

['poi', 'deferred_income', 'long_term_incentive', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'resto_dirfees', 'salary']
	Accuracy: 0.21409	Precision: 0.18670	Recall: 0.99000	F1: 0.31416	F2: 0.53212
	Total predictions: 11000	True positives: 1980	False positives: 8625	False negatives:   20	True negatives:  375

['poi', 'deferred_income', 'long_term_incentive', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'resto_dirfees', 'total_payments']
	Accuracy: 0.23238	Precision: 0.15275	Recall: 0.87750	F1: 0.26021	F2: 0.45025
	Total predictions: 13000	True positives: 1755	False positives: 9734	False negatives:  245	True negatives: 1266

['poi', 'deferred_income', 'long_term_incentive', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.23185	Precision: 0.16161	Recall: 0.95350	F1: 0.27638	F2: 0.48157
	Total predictions: 13000	True positives: 1907	False positives: 9893	False negatives:   93	True negatives: 1107

['poi', 'deferred_income', 'long_term_incentive', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'bonus', 'total_stock_value']
	Accuracy: 0.85307	Precision: 0.48121	Recall: 0.36500	F1: 0.41513	F2: 0.38352
	Total predictions: 14000	True positives:  730	False positives:  787	False negatives: 1270	True negatives: 11213

['poi', 'deferred_income', 'long_term_incentive', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.84975	Precision: 0.57677	Recall: 0.37000	F1: 0.45081	F2: 0.39858
	Total predictions: 12000	True positives:  740	False positives:  543	False negatives: 1260	True negatives: 9457

['poi', 'deferred_income', 'long_term_incentive', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.83050	Precision: 0.48811	Recall: 0.34900	F1: 0.40700	F2: 0.37010
	Total predictions: 12000	True positives:  698	False positives:  732	False negatives: 1302	True negatives: 9268

['poi', 'deferred_income', 'long_term_incentive', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'bonus', 'restricted_stock']
	Accuracy: 0.84723	Precision: 0.50496	Recall: 0.35600	F1: 0.41760	F2: 0.37832
	Total predictions: 13000	True positives:  712	False positives:  698	False negatives: 1288	True negatives: 10302

['poi', 'deferred_income', 'long_term_incentive', 'bonus', 'salary']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'bonus', 'salary']
	Accuracy: 0.83473	Precision: 0.57558	Recall: 0.34650	F1: 0.43258	F2: 0.37647
	Total predictions: 11000	True positives:  693	False positives:  511	False negatives: 1307	True negatives: 8489

['poi', 'deferred_income', 'long_term_incentive', 'bonus', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'bonus', 'total_payments']
	Accuracy: 0.83662	Precision: 0.43812	Recall: 0.21950	F1: 0.29247	F2: 0.24383
	Total predictions: 13000	True positives:  439	False positives:  563	False negatives: 1561	True negatives: 10437

['poi', 'deferred_income', 'long_term_incentive', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'bonus', 'exercised_stock_options']
	Accuracy: 0.85664	Precision: 0.49761	Recall: 0.36500	F1: 0.42111	F2: 0.38555
	Total predictions: 14000	True positives:  730	False positives:  737	False negatives: 1270	True negatives: 11263

['poi', 'deferred_income', 'long_term_incentive', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.85721	Precision: 0.50032	Recall: 0.39250	F1: 0.43990	F2: 0.41018
	Total predictions: 14000	True positives:  785	False positives:  784	False negatives: 1215	True negatives: 11216

['poi', 'deferred_income', 'long_term_incentive', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.86193	Precision: 0.52223	Recall: 0.39350	F1: 0.44882	F2: 0.41391
	Total predictions: 14000	True positives:  787	False positives:  720	False negatives: 1213	True negatives: 11280

['poi', 'deferred_income', 'long_term_incentive', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.86050	Precision: 0.51642	Recall: 0.36950	F1: 0.43078	F2: 0.39179
	Total predictions: 14000	True positives:  739	False positives:  692	False negatives: 1261	True negatives: 11308

['poi', 'deferred_income', 'long_term_incentive', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'total_stock_value', 'salary']
	Accuracy: 0.85914	Precision: 0.50916	Recall: 0.38900	F1: 0.44104	F2: 0.40827
	Total predictions: 14000	True positives:  778	False positives:  750	False negatives: 1222	True negatives: 11250

['poi', 'deferred_income', 'long_term_incentive', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'total_stock_value', 'total_payments']
	Accuracy: 0.84887	Precision: 0.41130	Recall: 0.30950	F1: 0.35321	F2: 0.32562
	Total predictions: 15000	True positives:  619	False positives:  886	False negatives: 1381	True negatives: 12114

['poi', 'deferred_income', 'long_term_incentive', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.85693	Precision: 0.49907	Recall: 0.40400	F1: 0.44653	F2: 0.42000
	Total predictions: 14000	True positives:  808	False positives:  811	False negatives: 1192	True negatives: 11189

['poi', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.81592	Precision: 0.41284	Recall: 0.24750	F1: 0.30947	F2: 0.26905
	Total predictions: 12000	True positives:  495	False positives:  704	False negatives: 1505	True negatives: 9296

['poi', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.84677	Precision: 0.50283	Recall: 0.35550	F1: 0.41652	F2: 0.37763
	Total predictions: 13000	True positives:  711	False positives:  703	False negatives: 1289	True negatives: 10297

['poi', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.83217	Precision: 0.49488	Recall: 0.33850	F1: 0.40202	F2: 0.36134
	Total predictions: 12000	True positives:  677	False positives:  691	False negatives: 1323	True negatives: 9309

['poi', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.84736	Precision: 0.43652	Recall: 0.23550	F1: 0.30594	F2: 0.25939
	Total predictions: 14000	True positives:  471	False positives:  608	False negatives: 1529	True negatives: 11392

['poi', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.86186	Precision: 0.52317	Recall: 0.37250	F1: 0.43516	F2: 0.39527
	Total predictions: 14000	True positives:  745	False positives:  679	False negatives: 1255	True negatives: 11321

['poi', 'deferred_income', 'long_term_incentive', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.82846	Precision: 0.42884	Recall: 0.34650	F1: 0.38330	F2: 0.36034
	Total predictions: 13000	True positives:  693	False positives:  923	False negatives: 1307	True negatives: 10077

['poi', 'deferred_income', 'long_term_incentive', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.83975	Precision: 0.52893	Recall: 0.35200	F1: 0.42270	F2: 0.37724
	Total predictions: 12000	True positives:  704	False positives:  627	False negatives: 1296	True negatives: 9373

['poi', 'deferred_income', 'long_term_incentive', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.84136	Precision: 0.40515	Recall: 0.23600	F1: 0.29826	F2: 0.25750
	Total predictions: 14000	True positives:  472	False positives:  693	False negatives: 1528	True negatives: 11307

['poi', 'deferred_income', 'long_term_incentive', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.85757	Precision: 0.50208	Recall: 0.36200	F1: 0.42069	F2: 0.38339
	Total predictions: 14000	True positives:  724	False positives:  718	False negatives: 1276	True negatives: 11282

['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock', 'salary']
	Accuracy: 0.84685	Precision: 0.50323	Recall: 0.35050	F1: 0.41320	F2: 0.37315
	Total predictions: 13000	True positives:  701	False positives:  692	False negatives: 1299	True negatives: 10308

['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock', 'total_payments']
	Accuracy: 0.82900	Precision: 0.35493	Recall: 0.24100	F1: 0.28708	F2: 0.25753
	Total predictions: 14000	True positives:  482	False positives:  876	False negatives: 1518	True negatives: 11124

['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.85457	Precision: 0.48811	Recall: 0.36950	F1: 0.42060	F2: 0.38838
	Total predictions: 14000	True positives:  739	False positives:  775	False negatives: 1261	True negatives: 11225

['poi', 'deferred_income', 'long_term_incentive', 'salary', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'salary', 'total_payments']
	Accuracy: 0.83569	Precision: 0.43200	Recall: 0.21600	F1: 0.28800	F2: 0.24000
	Total predictions: 13000	True positives:  432	False positives:  568	False negatives: 1568	True negatives: 10432

['poi', 'deferred_income', 'long_term_incentive', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'salary', 'exercised_stock_options']
	Accuracy: 0.87021	Precision: 0.56448	Recall: 0.40050	F1: 0.46856	F2: 0.42520
	Total predictions: 14000	True positives:  801	False positives:  618	False negatives: 1199	True negatives: 11382

['poi', 'deferred_income', 'long_term_incentive', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'long_term_incentive', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84221	Precision: 0.42498	Recall: 0.29600	F1: 0.34895	F2: 0.31513
	Total predictions: 14000	True positives:  592	False positives:  801	False negatives: 1408	True negatives: 11199

['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages']
	Accuracy: 0.33642	Precision: 0.19260	Recall: 0.93400	F1: 0.31934	F2: 0.52771
	Total predictions: 12000	True positives: 1868	False positives: 7831	False negatives:  132	True negatives: 2169

['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other']
	Accuracy: 0.27938	Precision: 0.16989	Recall: 0.94800	F1: 0.28815	F2: 0.49478
	Total predictions: 13000	True positives: 1896	False positives: 9264	False negatives:  104	True negatives: 1736

['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees']
	Accuracy: 0.40708	Precision: 0.21942	Recall: 1.00000	F1: 0.35987	F2: 0.58428
	Total predictions: 12000	True positives: 2000	False positives: 7115	False negatives:    0	True negatives: 2885

['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees']
	Accuracy: 0.31358	Precision: 0.19537	Recall: 1.00000	F1: 0.32688	F2: 0.54834
	Total predictions: 12000	True positives: 2000	False positives: 8237	False negatives:    0	True negatives: 1763

['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus']
	Accuracy: 0.28131	Precision: 0.17632	Recall: 1.00000	F1: 0.29978	F2: 0.51698
	Total predictions: 13000	True positives: 2000	False positives: 9343	False negatives:    0	True negatives: 1657

['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value']
	Accuracy: 0.26457	Precision: 0.16265	Recall: 1.00000	F1: 0.27980	F2: 0.49271
	Total predictions: 14000	True positives: 2000	False positives: 10296	False negatives:    0	True negatives: 1704

['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person']
	Accuracy: 0.31358	Precision: 0.19537	Recall: 1.00000	F1: 0.32688	F2: 0.54834
	Total predictions: 12000	True positives: 2000	False positives: 8237	False negatives:    0	True negatives: 1763

['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_this_person_to_poi']
	Accuracy: 0.30667	Precision: 0.18632	Recall: 0.93850	F1: 0.31092	F2: 0.51925
	Total predictions: 12000	True positives: 1877	False positives: 8197	False negatives:  123	True negatives: 1803

['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'restricted_stock']
	Accuracy: 0.28238	Precision: 0.17591	Recall: 0.99450	F1: 0.29894	F2: 0.51510
	Total predictions: 13000	True positives: 1989	False positives: 9318	False negatives:   11	True negatives: 1682

['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'salary']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'salary']
	Accuracy: 0.28138	Precision: 0.17565	Recall: 0.99400	F1: 0.29854	F2: 0.51455
	Total predictions: 13000	True positives: 1988	False positives: 9330	False negatives:   12	True negatives: 1670

['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_payments']
	Accuracy: 0.25343	Precision: 0.15406	Recall: 0.94100	F1: 0.26477	F2: 0.46547
	Total predictions: 14000	True positives: 1882	False positives: 10334	False negatives:  118	True negatives: 1666

['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'exercised_stock_options']
	Accuracy: 0.26443	Precision: 0.16263	Recall: 1.00000	F1: 0.27976	F2: 0.49266
	Total predictions: 14000	True positives: 2000	False positives: 10298	False negatives:    0	True negatives: 1702

['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages', 'other']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages', 'other']
	Accuracy: 0.29923	Precision: 0.16670	Recall: 0.88900	F1: 0.28075	F2: 0.47627
	Total predictions: 13000	True positives: 1778	False positives: 8888	False negatives:  222	True negatives: 2112

['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages', 'director_fees']
	Accuracy: 0.41908	Precision: 0.21316	Recall: 0.92350	F1: 0.34637	F2: 0.55416
	Total predictions: 12000	True positives: 1847	False positives: 6818	False negatives:  153	True negatives: 3182

['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees']
	Accuracy: 0.33067	Precision: 0.19168	Recall: 0.93750	F1: 0.31828	F2: 0.52722
	Total predictions: 12000	True positives: 1875	False positives: 7907	False negatives:  125	True negatives: 2093

['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages', 'bonus']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages', 'bonus']
	Accuracy: 0.30000	Precision: 0.17160	Recall: 0.92750	F1: 0.28962	F2: 0.49309
	Total predictions: 13000	True positives: 1855	False positives: 8955	False negatives:  145	True negatives: 2045

['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages', 'total_stock_value']
	Accuracy: 0.28364	Precision: 0.16005	Recall: 0.94500	F1: 0.27373	F2: 0.47706
	Total predictions: 14000	True positives: 1890	False positives: 9919	False negatives:  110	True negatives: 2081

['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.33658	Precision: 0.19264	Recall: 0.93400	F1: 0.31940	F2: 0.52777
	Total predictions: 12000	True positives: 1868	False positives: 7829	False negatives:  132	True negatives: 2171

['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages', 'from_this_person_to_poi']
	Accuracy: 0.33000	Precision: 0.19108	Recall: 0.93400	F1: 0.31726	F2: 0.52543
	Total predictions: 12000	True positives: 1868	False positives: 7908	False negatives:  132	True negatives: 2092

['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages', 'restricted_stock']
	Accuracy: 0.30331	Precision: 0.17380	Recall: 0.94000	F1: 0.29336	F2: 0.49955
	Total predictions: 13000	True positives: 1880	False positives: 8937	False negatives:  120	True negatives: 2063

['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages', 'salary']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages', 'salary']
	Accuracy: 0.30285	Precision: 0.17334	Recall: 0.93700	F1: 0.29256	F2: 0.49811
	Total predictions: 13000	True positives: 1874	False positives: 8937	False negatives:  126	True negatives: 2063

['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages', 'total_payments']
	Accuracy: 0.26900	Precision: 0.15039	Recall: 0.88550	F1: 0.25711	F2: 0.44776
	Total predictions: 14000	True positives: 1771	False positives: 10005	False negatives:  229	True negatives: 1995

['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.28543	Precision: 0.16096	Recall: 0.95000	F1: 0.27528	F2: 0.47970
	Total predictions: 14000	True positives: 1900	False positives: 9904	False negatives:  100	True negatives: 2096

['poi', 'deferred_income', 'restricted_stock_deferred', 'other', 'director_fees']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'other', 'director_fees']
	Accuracy: 0.43936	Precision: 0.23750	Recall: 0.94250	F1: 0.37939	F2: 0.59139
	Total predictions: 11000	True positives: 1885	False positives: 6052	False negatives:  115	True negatives: 2948

['poi', 'deferred_income', 'restricted_stock_deferred', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'other', 'resto_dirfees']
	Accuracy: 0.33173	Precision: 0.20731	Recall: 0.94750	F1: 0.34018	F2: 0.55277
	Total predictions: 11000	True positives: 1895	False positives: 7246	False negatives:  105	True negatives: 1754

['poi', 'deferred_income', 'restricted_stock_deferred', 'other', 'bonus']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'other', 'bonus']
	Accuracy: 0.31608	Precision: 0.18875	Recall: 0.94100	F1: 0.31443	F2: 0.52362
	Total predictions: 12000	True positives: 1882	False positives: 8089	False negatives:  118	True negatives: 1911

['poi', 'deferred_income', 'restricted_stock_deferred', 'other', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'other', 'total_stock_value']
	Accuracy: 0.26229	Precision: 0.15610	Recall: 0.94500	F1: 0.26793	F2: 0.46996
	Total predictions: 14000	True positives: 1890	False positives: 10218	False negatives:  110	True negatives: 1782

['poi', 'deferred_income', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person']
	Accuracy: 0.28585	Precision: 0.16957	Recall: 0.93450	F1: 0.28705	F2: 0.49127
	Total predictions: 13000	True positives: 1869	False positives: 9153	False negatives:  131	True negatives: 1847

['poi', 'deferred_income', 'restricted_stock_deferred', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'other', 'from_this_person_to_poi']
	Accuracy: 0.29317	Precision: 0.17764	Recall: 0.89300	F1: 0.29633	F2: 0.49463
	Total predictions: 12000	True positives: 1786	False positives: 8268	False negatives:  214	True negatives: 1732

['poi', 'deferred_income', 'restricted_stock_deferred', 'other', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'other', 'restricted_stock']
	Accuracy: 0.27662	Precision: 0.16887	Recall: 0.94400	F1: 0.28649	F2: 0.49218
	Total predictions: 13000	True positives: 1888	False positives: 9292	False negatives:  112	True negatives: 1708

['poi', 'deferred_income', 'restricted_stock_deferred', 'other', 'salary']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'other', 'salary']
	Accuracy: 0.30417	Precision: 0.18539	Recall: 0.93550	F1: 0.30946	F2: 0.51708
	Total predictions: 12000	True positives: 1871	False positives: 8221	False negatives:  129	True negatives: 1779

['poi', 'deferred_income', 'restricted_stock_deferred', 'other', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'other', 'total_payments']
	Accuracy: 0.28185	Precision: 0.16919	Recall: 0.93800	F1: 0.28667	F2: 0.49141
	Total predictions: 13000	True positives: 1876	False positives: 9212	False negatives:  124	True negatives: 1788

['poi', 'deferred_income', 'restricted_stock_deferred', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'other', 'exercised_stock_options']
	Accuracy: 0.26057	Precision: 0.15624	Recall: 0.94900	F1: 0.26831	F2: 0.47101
	Total predictions: 14000	True positives: 1898	False positives: 10250	False negatives:  102	True negatives: 1750

['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees']
	Accuracy: 0.70733	Precision: 0.36284	Recall: 1.00000	F1: 0.53248	F2: 0.74008
	Total predictions: 6000	True positives: 1000	False positives: 1756	False negatives:    0	True negatives: 3244

['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees', 'bonus']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees', 'bonus']
	Accuracy: 0.44945	Precision: 0.24826	Recall: 1.00000	F1: 0.39777	F2: 0.62282
	Total predictions: 11000	True positives: 2000	False positives: 6056	False negatives:    0	True negatives: 2944

['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees', 'total_stock_value']
	Accuracy: 0.34543	Precision: 0.17915	Recall: 1.00000	F1: 0.30386	F2: 0.52181
	Total predictions: 14000	True positives: 2000	False positives: 9164	False negatives:    0	True negatives: 2836

['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.44455	Precision: 0.24661	Recall: 1.00000	F1: 0.39565	F2: 0.62073
	Total predictions: 11000	True positives: 2000	False positives: 6110	False negatives:    0	True negatives: 2890

['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.39880	Precision: 0.13576	Recall: 0.93400	F1: 0.23706	F2: 0.42923
	Total predictions: 10000	True positives:  934	False positives: 5946	False negatives:   66	True negatives: 3054

['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees', 'restricted_stock']
	Accuracy: 0.38469	Precision: 0.19936	Recall: 0.99450	F1: 0.33214	F2: 0.55321
	Total predictions: 13000	True positives: 1989	False positives: 7988	False negatives:   11	True negatives: 3012

['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees', 'salary']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees', 'salary']
	Accuracy: 0.41458	Precision: 0.22062	Recall: 0.99200	F1: 0.36096	F2: 0.58377
	Total predictions: 12000	True positives: 1984	False positives: 7009	False negatives:   16	True negatives: 2991

['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees', 'total_payments']
	Accuracy: 0.36323	Precision: 0.18859	Recall: 0.95050	F1: 0.31474	F2: 0.52572
	Total predictions: 13000	True positives: 1901	False positives: 8179	False negatives:   99	True negatives: 2821

['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.38077	Precision: 0.19900	Recall: 1.00000	F1: 0.33195	F2: 0.55402
	Total predictions: 13000	True positives: 2000	False positives: 8050	False negatives:    0	True negatives: 2950

['poi', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees', 'bonus']
	Accuracy: 0.34491	Precision: 0.21725	Recall: 1.00000	F1: 0.35695	F2: 0.58119
	Total predictions: 11000	True positives: 2000	False positives: 7206	False negatives:    0	True negatives: 1794

['poi', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.26650	Precision: 0.16301	Recall: 1.00000	F1: 0.28033	F2: 0.49336
	Total predictions: 14000	True positives: 2000	False positives: 10269	False negatives:    0	True negatives: 1731

['poi', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.33809	Precision: 0.21549	Recall: 1.00000	F1: 0.35458	F2: 0.57867
	Total predictions: 11000	True positives: 2000	False positives: 7281	False negatives:    0	True negatives: 1719

['poi', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.34710	Precision: 0.22687	Recall: 0.94050	F1: 0.36556	F2: 0.57731
	Total predictions: 10000	True positives: 1881	False positives: 6410	False negatives:  119	True negatives: 1590

['poi', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.30708	Precision: 0.19336	Recall: 0.99550	F1: 0.32382	F2: 0.54408
	Total predictions: 12000	True positives: 1991	False positives: 8306	False negatives:    9	True negatives: 1694

['poi', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees', 'salary']
	Accuracy: 0.30842	Precision: 0.19384	Recall: 0.99700	F1: 0.32457	F2: 0.54520
	Total predictions: 12000	True positives: 1994	False positives: 8293	False negatives:    6	True negatives: 1707

['poi', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees', 'total_payments']
	Accuracy: 0.27546	Precision: 0.16941	Recall: 0.95050	F1: 0.28757	F2: 0.49451
	Total predictions: 13000	True positives: 1901	False positives: 9320	False negatives:   99	True negatives: 1680

['poi', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.28808	Precision: 0.17770	Recall: 1.00000	F1: 0.30177	F2: 0.51935
	Total predictions: 13000	True positives: 2000	False positives: 9255	False negatives:    0	True negatives: 1745

['poi', 'deferred_income', 'restricted_stock_deferred', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'bonus', 'total_stock_value']
	Accuracy: 0.26121	Precision: 0.16204	Recall: 1.00000	F1: 0.27888	F2: 0.49157
	Total predictions: 14000	True positives: 2000	False positives: 10343	False negatives:    0	True negatives: 1657

['poi', 'deferred_income', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.30417	Precision: 0.19324	Recall: 1.00000	F1: 0.32389	F2: 0.54496
	Total predictions: 12000	True positives: 2000	False positives: 8350	False negatives:    0	True negatives: 1650

['poi', 'deferred_income', 'restricted_stock_deferred', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.30367	Precision: 0.18572	Recall: 0.93900	F1: 0.31011	F2: 0.51844
	Total predictions: 12000	True positives: 1878	False positives: 8234	False negatives:  122	True negatives: 1766

['poi', 'deferred_income', 'restricted_stock_deferred', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'bonus', 'restricted_stock']
	Accuracy: 0.28531	Precision: 0.17633	Recall: 0.99300	F1: 0.29948	F2: 0.51550
	Total predictions: 13000	True positives: 1986	False positives: 9277	False negatives:   14	True negatives: 1723

['poi', 'deferred_income', 'restricted_stock_deferred', 'bonus', 'salary']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'bonus', 'salary']
	Accuracy: 0.30842	Precision: 0.19384	Recall: 0.99700	F1: 0.32457	F2: 0.54520
	Total predictions: 12000	True positives: 1994	False positives: 8293	False negatives:    6	True negatives: 1707

['poi', 'deferred_income', 'restricted_stock_deferred', 'bonus', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'bonus', 'total_payments']
	Accuracy: 0.27854	Precision: 0.16943	Recall: 0.94550	F1: 0.28736	F2: 0.49345
	Total predictions: 13000	True positives: 1891	False positives: 9270	False negatives:  109	True negatives: 1730

['poi', 'deferred_income', 'restricted_stock_deferred', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'bonus', 'exercised_stock_options']
	Accuracy: 0.26614	Precision: 0.16295	Recall: 1.00000	F1: 0.28023	F2: 0.49324
	Total predictions: 14000	True positives: 2000	False positives: 10274	False negatives:    0	True negatives: 1726

['poi', 'deferred_income', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.26457	Precision: 0.16265	Recall: 1.00000	F1: 0.27980	F2: 0.49271
	Total predictions: 14000	True positives: 2000	False positives: 10296	False negatives:    0	True negatives: 1704

['poi', 'deferred_income', 'restricted_stock_deferred', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.25957	Precision: 0.16173	Recall: 1.00000	F1: 0.27844	F2: 0.49101
	Total predictions: 14000	True positives: 2000	False positives: 10366	False negatives:    0	True negatives: 1634

['poi', 'deferred_income', 'restricted_stock_deferred', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.26650	Precision: 0.16301	Recall: 1.00000	F1: 0.28033	F2: 0.49336
	Total predictions: 14000	True positives: 2000	False positives: 10269	False negatives:    0	True negatives: 1731

['poi', 'deferred_income', 'restricted_stock_deferred', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'total_stock_value', 'salary']
	Accuracy: 0.26771	Precision: 0.16324	Recall: 1.00000	F1: 0.28066	F2: 0.49378
	Total predictions: 14000	True positives: 2000	False positives: 10252	False negatives:    0	True negatives: 1748

['poi', 'deferred_income', 'restricted_stock_deferred', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'total_stock_value', 'total_payments']
	Accuracy: 0.28593	Precision: 0.14713	Recall: 0.90800	F1: 0.25322	F2: 0.44635
	Total predictions: 15000	True positives: 1816	False positives: 10527	False negatives:  184	True negatives: 2473

['poi', 'deferred_income', 'restricted_stock_deferred', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.26693	Precision: 0.16304	Recall: 0.99950	F1: 0.28034	F2: 0.49331
	Total predictions: 14000	True positives: 1999	False positives: 10262	False negatives:    1	True negatives: 1738

['poi', 'deferred_income', 'restricted_stock_deferred', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.31782	Precision: 0.20113	Recall: 0.92600	F1: 0.33048	F2: 0.53812
	Total predictions: 11000	True positives: 1852	False positives: 7356	False negatives:  148	True negatives: 1644

['poi', 'deferred_income', 'restricted_stock_deferred', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.27915	Precision: 0.17497	Recall: 0.99200	F1: 0.29747	F2: 0.51295
	Total predictions: 13000	True positives: 1984	False positives: 9355	False negatives:   16	True negatives: 1645

['poi', 'deferred_income', 'restricted_stock_deferred', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.28523	Precision: 0.17585	Recall: 0.98900	F1: 0.29861	F2: 0.51382
	Total predictions: 13000	True positives: 1978	False positives: 9270	False negatives:   22	True negatives: 1730

['poi', 'deferred_income', 'restricted_stock_deferred', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.25979	Precision: 0.15644	Recall: 0.95200	F1: 0.26872	F2: 0.47196
	Total predictions: 14000	True positives: 1904	False positives: 10267	False negatives:   96	True negatives: 1733

['poi', 'deferred_income', 'restricted_stock_deferred', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.26500	Precision: 0.16273	Recall: 1.00000	F1: 0.27992	F2: 0.49285
	Total predictions: 14000	True positives: 2000	False positives: 10290	False negatives:    0	True negatives: 1710

['poi', 'deferred_income', 'restricted_stock_deferred', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.27654	Precision: 0.16701	Recall: 0.92850	F1: 0.28310	F2: 0.48564
	Total predictions: 13000	True positives: 1857	False positives: 9262	False negatives:  143	True negatives: 1738

['poi', 'deferred_income', 'restricted_stock_deferred', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.28354	Precision: 0.16929	Recall: 0.93600	F1: 0.28672	F2: 0.49113
	Total predictions: 13000	True positives: 1872	False positives: 9186	False negatives:  128	True negatives: 1814

['poi', 'deferred_income', 'restricted_stock_deferred', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.25964	Precision: 0.15562	Recall: 0.94500	F1: 0.26723	F2: 0.46910
	Total predictions: 14000	True positives: 1890	False positives: 10255	False negatives:  110	True negatives: 1745

['poi', 'deferred_income', 'restricted_stock_deferred', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.27071	Precision: 0.16380	Recall: 1.00000	F1: 0.28149	F2: 0.49480
	Total predictions: 14000	True positives: 2000	False positives: 10210	False negatives:    0	True negatives: 1790

['poi', 'deferred_income', 'restricted_stock_deferred', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'restricted_stock', 'salary']
	Accuracy: 0.28400	Precision: 0.17618	Recall: 0.99400	F1: 0.29931	F2: 0.51545
	Total predictions: 13000	True positives: 1988	False positives: 9296	False negatives:   12	True negatives: 1704

['poi', 'deferred_income', 'restricted_stock_deferred', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'restricted_stock', 'total_payments']
	Accuracy: 0.26671	Precision: 0.15564	Recall: 0.93400	F1: 0.26682	F2: 0.46695
	Total predictions: 14000	True positives: 1868	False positives: 10134	False negatives:  132	True negatives: 1866

['poi', 'deferred_income', 'restricted_stock_deferred', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.26650	Precision: 0.16301	Recall: 1.00000	F1: 0.28033	F2: 0.49336
	Total predictions: 14000	True positives: 2000	False positives: 10269	False negatives:    0	True negatives: 1731

['poi', 'deferred_income', 'restricted_stock_deferred', 'salary', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'salary', 'total_payments']
	Accuracy: 0.27677	Precision: 0.16908	Recall: 0.94550	F1: 0.28686	F2: 0.49286
	Total predictions: 13000	True positives: 1891	False positives: 9293	False negatives:  109	True negatives: 1707

['poi', 'deferred_income', 'restricted_stock_deferred', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'salary', 'exercised_stock_options']
	Accuracy: 0.26514	Precision: 0.16276	Recall: 1.00000	F1: 0.27996	F2: 0.49290
	Total predictions: 14000	True positives: 2000	False positives: 10288	False negatives:    0	True negatives: 1712

['poi', 'deferred_income', 'restricted_stock_deferred', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock_deferred', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.29673	Precision: 0.14793	Recall: 0.89800	F1: 0.25401	F2: 0.44586
	Total predictions: 15000	True positives: 1796	False positives: 10345	False negatives:  204	True negatives: 2655

['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'other']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'other']
	Accuracy: 0.82038	Precision: 0.32497	Recall: 0.15550	F1: 0.21035	F2: 0.17361
	Total predictions: 13000	True positives:  311	False positives:  646	False negatives: 1689	True negatives: 10354

['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'director_fees']
	Accuracy: 0.33233	Precision: 0.19157	Recall: 0.93350	F1: 0.31790	F2: 0.52603
	Total predictions: 12000	True positives: 1867	False positives: 7879	False negatives:  133	True negatives: 2121

['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees']
	Accuracy: 0.24082	Precision: 0.18469	Recall: 0.93000	F1: 0.30818	F2: 0.51464
	Total predictions: 11000	True positives: 1860	False positives: 8211	False negatives:  140	True negatives:  789

['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'bonus']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'bonus']
	Accuracy: 0.83942	Precision: 0.52836	Recall: 0.34000	F1: 0.41375	F2: 0.36610
	Total predictions: 12000	True positives:  680	False positives:  607	False negatives: 1320	True negatives: 9393

['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value']
	Accuracy: 0.85143	Precision: 0.47368	Recall: 0.36000	F1: 0.40909	F2: 0.37815
	Total predictions: 14000	True positives:  720	False positives:  800	False negatives: 1280	True negatives: 11200

['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.79436	Precision: 0.37711	Recall: 0.20100	F1: 0.26223	F2: 0.22171
	Total predictions: 11000	True positives:  402	False positives:  664	False negatives: 1598	True negatives: 8336

['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'from_this_person_to_poi']
	Accuracy: 0.78200	Precision: 0.33689	Recall: 0.20550	F1: 0.25528	F2: 0.22289
	Total predictions: 11000	True positives:  411	False positives:  809	False negatives: 1589	True negatives: 8191

['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'restricted_stock']
	Accuracy: 0.83285	Precision: 0.43501	Recall: 0.28950	F1: 0.34764	F2: 0.31026
	Total predictions: 13000	True positives:  579	False positives:  752	False negatives: 1421	True negatives: 10248

['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'salary']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'salary']
	Accuracy: 0.84762	Precision: 0.50700	Recall: 0.34400	F1: 0.40989	F2: 0.36764
	Total predictions: 13000	True positives:  688	False positives:  669	False negatives: 1312	True negatives: 10331

['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'total_payments']
	Accuracy: 0.84621	Precision: 0.41621	Recall: 0.19000	F1: 0.26090	F2: 0.21317
	Total predictions: 14000	True positives:  380	False positives:  533	False negatives: 1620	True negatives: 11467

['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.86121	Precision: 0.51948	Recall: 0.38000	F1: 0.43893	F2: 0.40156
	Total predictions: 14000	True positives:  760	False positives:  703	False negatives: 1240	True negatives: 11297

['poi', 'deferred_income', 'shared_receipt_with_poi', 'other', 'director_fees']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'other', 'director_fees']
	Accuracy: 0.27508	Precision: 0.16828	Recall: 0.94150	F1: 0.28552	F2: 0.49062
	Total predictions: 13000	True positives: 1883	False positives: 9307	False negatives:  117	True negatives: 1693

['poi', 'deferred_income', 'shared_receipt_with_poi', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'other', 'resto_dirfees']
	Accuracy: 0.17862	Precision: 0.15171	Recall: 0.94500	F1: 0.26145	F2: 0.46192
	Total predictions: 13000	True positives: 1890	False positives: 10568	False negatives:  110	True negatives:  432

['poi', 'deferred_income', 'shared_receipt_with_poi', 'other', 'bonus']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'other', 'bonus']
	Accuracy: 0.82746	Precision: 0.38592	Recall: 0.20550	F1: 0.26819	F2: 0.22670
	Total predictions: 13000	True positives:  411	False positives:  654	False negatives: 1589	True negatives: 10346

['poi', 'deferred_income', 'shared_receipt_with_poi', 'other', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'other', 'total_stock_value']
	Accuracy: 0.85973	Precision: 0.45752	Recall: 0.28000	F1: 0.34739	F2: 0.30356
	Total predictions: 15000	True positives:  560	False positives:  664	False negatives: 1440	True negatives: 12336

['poi', 'deferred_income', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person']
	Accuracy: 0.81485	Precision: 0.29507	Recall: 0.14650	F1: 0.19579	F2: 0.16290
	Total predictions: 13000	True positives:  293	False positives:  700	False negatives: 1707	True negatives: 10300

['poi', 'deferred_income', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi']
	Accuracy: 0.80985	Precision: 0.27395	Recall: 0.14300	F1: 0.18791	F2: 0.15812
	Total predictions: 13000	True positives:  286	False positives:  758	False negatives: 1714	True negatives: 10242

['poi', 'deferred_income', 'shared_receipt_with_poi', 'other', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'other', 'restricted_stock']
	Accuracy: 0.83800	Precision: 0.38547	Recall: 0.22550	F1: 0.28454	F2: 0.24591
	Total predictions: 14000	True positives:  451	False positives:  719	False negatives: 1549	True negatives: 11281

['poi', 'deferred_income', 'shared_receipt_with_poi', 'other', 'salary']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'other', 'salary']
	Accuracy: 0.83415	Precision: 0.42500	Recall: 0.22100	F1: 0.29079	F2: 0.24447
	Total predictions: 13000	True positives:  442	False positives:  598	False negatives: 1558	True negatives: 10402

['poi', 'deferred_income', 'shared_receipt_with_poi', 'other', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'other', 'total_payments']
	Accuracy: 0.83600	Precision: 0.34742	Recall: 0.16850	F1: 0.22694	F2: 0.18785
	Total predictions: 14000	True positives:  337	False positives:  633	False negatives: 1663	True negatives: 11367

['poi', 'deferred_income', 'shared_receipt_with_poi', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'other', 'exercised_stock_options']
	Accuracy: 0.85686	Precision: 0.49825	Recall: 0.28550	F1: 0.36300	F2: 0.31216
	Total predictions: 14000	True positives:  571	False positives:  575	False negatives: 1429	True negatives: 11425

['poi', 'deferred_income', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees']
	Accuracy: 0.30617	Precision: 0.19369	Recall: 1.00000	F1: 0.32452	F2: 0.54567
	Total predictions: 12000	True positives: 2000	False positives: 8326	False negatives:    0	True negatives: 1674

['poi', 'deferred_income', 'shared_receipt_with_poi', 'director_fees', 'bonus']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'director_fees', 'bonus']
	Accuracy: 0.28531	Precision: 0.17713	Recall: 1.00000	F1: 0.30096	F2: 0.51838
	Total predictions: 13000	True positives: 2000	False positives: 9291	False negatives:    0	True negatives: 1709

['poi', 'deferred_income', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value']
	Accuracy: 0.31947	Precision: 0.15651	Recall: 0.93500	F1: 0.26814	F2: 0.46872
	Total predictions: 15000	True positives: 1870	False positives: 10078	False negatives:  130	True negatives: 2922

['poi', 'deferred_income', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.30633	Precision: 0.19372	Recall: 1.00000	F1: 0.32457	F2: 0.54573
	Total predictions: 12000	True positives: 2000	False positives: 8324	False negatives:    0	True negatives: 1676

['poi', 'deferred_income', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.30325	Precision: 0.18519	Recall: 0.93550	F1: 0.30918	F2: 0.51677
	Total predictions: 12000	True positives: 1871	False positives: 8232	False negatives:  129	True negatives: 1768

['poi', 'deferred_income', 'shared_receipt_with_poi', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'director_fees', 'restricted_stock']
	Accuracy: 0.26021	Precision: 0.16130	Recall: 0.99500	F1: 0.27760	F2: 0.48926
	Total predictions: 14000	True positives: 1990	False positives: 10347	False negatives:   10	True negatives: 1653

['poi', 'deferred_income', 'shared_receipt_with_poi', 'director_fees', 'salary']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'director_fees', 'salary']
	Accuracy: 0.27708	Precision: 0.17444	Recall: 0.99100	F1: 0.29666	F2: 0.51183
	Total predictions: 13000	True positives: 1982	False positives: 9380	False negatives:   18	True negatives: 1620

['poi', 'deferred_income', 'shared_receipt_with_poi', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'director_fees', 'total_payments']
	Accuracy: 0.68243	Precision: 0.21924	Recall: 0.47750	F1: 0.30050	F2: 0.38645
	Total predictions: 14000	True positives:  955	False positives: 3401	False negatives: 1045	True negatives: 8599

['poi', 'deferred_income', 'shared_receipt_with_poi', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.31336	Precision: 0.16811	Recall: 0.96400	F1: 0.28629	F2: 0.49515
	Total predictions: 14000	True positives: 1928	False positives: 9541	False negatives:   72	True negatives: 2459

['poi', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus']
	Accuracy: 0.19658	Precision: 0.17181	Recall: 1.00000	F1: 0.29323	F2: 0.50914
	Total predictions: 12000	True positives: 2000	False positives: 9641	False negatives:    0	True negatives:  359

['poi', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.22907	Precision: 0.15082	Recall: 0.94950	F1: 0.26030	F2: 0.46112
	Total predictions: 14000	True positives: 1899	False positives: 10692	False negatives:  101	True negatives: 1308

['poi', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.21545	Precision: 0.18815	Recall: 1.00000	F1: 0.31671	F2: 0.53677
	Total predictions: 11000	True positives: 2000	False positives: 8630	False negatives:    0	True negatives:  370

['poi', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.20709	Precision: 0.17862	Recall: 0.93400	F1: 0.29989	F2: 0.50601
	Total predictions: 11000	True positives: 1868	False positives: 8590	False negatives:  132	True negatives:  410

['poi', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.18492	Precision: 0.15813	Recall: 0.99400	F1: 0.27285	F2: 0.48318
	Total predictions: 13000	True positives: 1988	False positives: 10584	False negatives:   12	True negatives:  416

['poi', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees', 'salary']
	Accuracy: 0.18423	Precision: 0.15780	Recall: 0.99200	F1: 0.27228	F2: 0.48219
	Total predictions: 13000	True positives: 1984	False positives: 10589	False negatives:   16	True negatives:  411

['poi', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees', 'total_payments']
	Accuracy: 0.22700	Precision: 0.14283	Recall: 0.88200	F1: 0.24585	F2: 0.43342
	Total predictions: 14000	True positives: 1764	False positives: 10586	False negatives:  236	True negatives: 1414

['poi', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.22886	Precision: 0.15178	Recall: 0.95850	F1: 0.26206	F2: 0.46461
	Total predictions: 14000	True positives: 1917	False positives: 10713	False negatives:   83	True negatives: 1287

['poi', 'deferred_income', 'shared_receipt_with_poi', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'bonus', 'total_stock_value']
	Accuracy: 0.84057	Precision: 0.42822	Recall: 0.34600	F1: 0.38274	F2: 0.35982
	Total predictions: 14000	True positives:  692	False positives:  924	False negatives: 1308	True negatives: 11076

['poi', 'deferred_income', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.83783	Precision: 0.52090	Recall: 0.33650	F1: 0.40887	F2: 0.36214
	Total predictions: 12000	True positives:  673	False positives:  619	False negatives: 1327	True negatives: 9381

['poi', 'deferred_income', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.82825	Precision: 0.47788	Recall: 0.32950	F1: 0.39006	F2: 0.35132
	Total predictions: 12000	True positives:  659	False positives:  720	False negatives: 1341	True negatives: 9280

['poi', 'deferred_income', 'shared_receipt_with_poi', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'bonus', 'restricted_stock']
	Accuracy: 0.82369	Precision: 0.40470	Recall: 0.31000	F1: 0.35108	F2: 0.32522
	Total predictions: 13000	True positives:  620	False positives:  912	False negatives: 1380	True negatives: 10088

['poi', 'deferred_income', 'shared_receipt_with_poi', 'bonus', 'salary']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'bonus', 'salary']
	Accuracy: 0.84023	Precision: 0.46952	Recall: 0.29650	F1: 0.36347	F2: 0.32009
	Total predictions: 13000	True positives:  593	False positives:  670	False negatives: 1407	True negatives: 10330

['poi', 'deferred_income', 'shared_receipt_with_poi', 'bonus', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'bonus', 'total_payments']
	Accuracy: 0.84400	Precision: 0.41529	Recall: 0.22550	F1: 0.29229	F2: 0.24818
	Total predictions: 14000	True positives:  451	False positives:  635	False negatives: 1549	True negatives: 11365

['poi', 'deferred_income', 'shared_receipt_with_poi', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'bonus', 'exercised_stock_options']
	Accuracy: 0.84571	Precision: 0.44764	Recall: 0.34200	F1: 0.38776	F2: 0.35894
	Total predictions: 14000	True positives:  684	False positives:  844	False negatives: 1316	True negatives: 11156

['poi', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.84450	Precision: 0.44316	Recall: 0.34500	F1: 0.38797	F2: 0.36099
	Total predictions: 14000	True positives:  690	False positives:  867	False negatives: 1310	True negatives: 11133

['poi', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.84421	Precision: 0.44150	Recall: 0.34150	F1: 0.38511	F2: 0.35770
	Total predictions: 14000	True positives:  683	False positives:  864	False negatives: 1317	True negatives: 11136

['poi', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.84986	Precision: 0.46586	Recall: 0.34800	F1: 0.39840	F2: 0.36655
	Total predictions: 14000	True positives:  696	False positives:  798	False negatives: 1304	True negatives: 11202

['poi', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value', 'salary']
	Accuracy: 0.84900	Precision: 0.46245	Recall: 0.35100	F1: 0.39909	F2: 0.36877
	Total predictions: 14000	True positives:  702	False positives:  816	False negatives: 1298	True negatives: 11184

['poi', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value', 'total_payments']
	Accuracy: 0.85307	Precision: 0.42566	Recall: 0.29200	F1: 0.34638	F2: 0.31157
	Total predictions: 15000	True positives:  584	False positives:  788	False negatives: 1416	True negatives: 12212

['poi', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.86057	Precision: 0.51630	Recall: 0.38000	F1: 0.43779	F2: 0.40118
	Total predictions: 14000	True positives:  760	False positives:  712	False negatives: 1240	True negatives: 11288

['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.78382	Precision: 0.30793	Recall: 0.15150	F1: 0.20308	F2: 0.16863
	Total predictions: 11000	True positives:  303	False positives:  681	False negatives: 1697	True negatives: 8319

['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.81315	Precision: 0.35953	Recall: 0.27450	F1: 0.31131	F2: 0.28813
	Total predictions: 13000	True positives:  549	False positives:  978	False negatives: 1451	True negatives: 10022

['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.82554	Precision: 0.40629	Recall: 0.29050	F1: 0.33878	F2: 0.30806
	Total predictions: 13000	True positives:  581	False positives:  849	False negatives: 1419	True negatives: 10151

['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.84721	Precision: 0.41928	Recall: 0.18050	F1: 0.25236	F2: 0.20370
	Total predictions: 14000	True positives:  361	False positives:  500	False negatives: 1639	True negatives: 11500

['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.85800	Precision: 0.50412	Recall: 0.36750	F1: 0.42510	F2: 0.38856
	Total predictions: 14000	True positives:  735	False positives:  723	False negatives: 1265	True negatives: 11277

['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.81515	Precision: 0.36283	Recall: 0.26650	F1: 0.30729	F2: 0.28144
	Total predictions: 13000	True positives:  533	False positives:  936	False negatives: 1467	True negatives: 10064

['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.82523	Precision: 0.40423	Recall: 0.28700	F1: 0.33567	F2: 0.30467
	Total predictions: 13000	True positives:  574	False positives:  846	False negatives: 1426	True negatives: 10154

['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.84771	Precision: 0.42254	Recall: 0.18000	F1: 0.25245	F2: 0.20334
	Total predictions: 14000	True positives:  360	False positives:  492	False negatives: 1640	True negatives: 11508

['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.86064	Precision: 0.51736	Recall: 0.36500	F1: 0.42803	F2: 0.38784
	Total predictions: 14000	True positives:  730	False positives:  681	False negatives: 1270	True negatives: 11319

['poi', 'deferred_income', 'shared_receipt_with_poi', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'restricted_stock', 'salary']
	Accuracy: 0.83414	Precision: 0.39937	Recall: 0.31950	F1: 0.35500	F2: 0.33281
	Total predictions: 14000	True positives:  639	False positives:  961	False negatives: 1361	True negatives: 11039

['poi', 'deferred_income', 'shared_receipt_with_poi', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'restricted_stock', 'total_payments']
	Accuracy: 0.84121	Precision: 0.40176	Recall: 0.22800	F1: 0.29091	F2: 0.24959
	Total predictions: 14000	True positives:  456	False positives:  679	False negatives: 1544	True negatives: 11321

['poi', 'deferred_income', 'shared_receipt_with_poi', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.85300	Precision: 0.48006	Recall: 0.34900	F1: 0.40417	F2: 0.36916
	Total predictions: 14000	True positives:  698	False positives:  756	False negatives: 1302	True negatives: 11244

['poi', 'deferred_income', 'shared_receipt_with_poi', 'salary', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'salary', 'total_payments']
	Accuracy: 0.84864	Precision: 0.44126	Recall: 0.22350	F1: 0.29671	F2: 0.24798
	Total predictions: 14000	True positives:  447	False positives:  566	False negatives: 1553	True negatives: 11434

['poi', 'deferred_income', 'shared_receipt_with_poi', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'salary', 'exercised_stock_options']
	Accuracy: 0.85150	Precision: 0.47263	Recall: 0.34100	F1: 0.39617	F2: 0.36111
	Total predictions: 14000	True positives:  682	False positives:  761	False negatives: 1318	True negatives: 11239

['poi', 'deferred_income', 'shared_receipt_with_poi', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'shared_receipt_with_poi', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85413	Precision: 0.42724	Recall: 0.27600	F1: 0.33536	F2: 0.29703
	Total predictions: 15000	True positives:  552	False positives:  740	False negatives: 1448	True negatives: 12260

['poi', 'deferred_income', 'from_messages', 'other', 'director_fees']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'other', 'director_fees']
	Accuracy: 0.31677	Precision: 0.16939	Recall: 0.88150	F1: 0.28417	F2: 0.47887
	Total predictions: 13000	True positives: 1763	False positives: 8645	False negatives:  237	True negatives: 2355

['poi', 'deferred_income', 'from_messages', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'other', 'resto_dirfees']
	Accuracy: 0.20208	Precision: 0.14905	Recall: 0.88900	F1: 0.25529	F2: 0.44608
	Total predictions: 13000	True positives: 1778	False positives: 10151	False negatives:  222	True negatives:  849

['poi', 'deferred_income', 'from_messages', 'other', 'bonus']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'other', 'bonus']
	Accuracy: 0.83254	Precision: 0.41264	Recall: 0.20900	F1: 0.27746	F2: 0.23189
	Total predictions: 13000	True positives:  418	False positives:  595	False negatives: 1582	True negatives: 10405

['poi', 'deferred_income', 'from_messages', 'other', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'other', 'total_stock_value']
	Accuracy: 0.86007	Precision: 0.46172	Recall: 0.29850	F1: 0.36259	F2: 0.32121
	Total predictions: 15000	True positives:  597	False positives:  696	False negatives: 1403	True negatives: 12304

['poi', 'deferred_income', 'from_messages', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'other', 'from_poi_to_this_person']
	Accuracy: 0.82231	Precision: 0.33405	Recall: 0.15600	F1: 0.21268	F2: 0.17461
	Total predictions: 13000	True positives:  312	False positives:  622	False negatives: 1688	True negatives: 10378

['poi', 'deferred_income', 'from_messages', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'other', 'from_this_person_to_poi']
	Accuracy: 0.81592	Precision: 0.30867	Recall: 0.15850	F1: 0.20945	F2: 0.17558
	Total predictions: 13000	True positives:  317	False positives:  710	False negatives: 1683	True negatives: 10290

['poi', 'deferred_income', 'from_messages', 'other', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'other', 'restricted_stock']
	Accuracy: 0.84143	Precision: 0.40501	Recall: 0.23450	F1: 0.29702	F2: 0.25606
	Total predictions: 14000	True positives:  469	False positives:  689	False negatives: 1531	True negatives: 11311

['poi', 'deferred_income', 'from_messages', 'other', 'salary']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'other', 'salary']
	Accuracy: 0.83923	Precision: 0.46046	Recall: 0.26200	F1: 0.33397	F2: 0.28671
	Total predictions: 13000	True positives:  524	False positives:  614	False negatives: 1476	True negatives: 10386

['poi', 'deferred_income', 'from_messages', 'other', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'other', 'total_payments']
	Accuracy: 0.84086	Precision: 0.37473	Recall: 0.17050	F1: 0.23436	F2: 0.19136
	Total predictions: 14000	True positives:  341	False positives:  569	False negatives: 1659	True negatives: 11431

['poi', 'deferred_income', 'from_messages', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'other', 'exercised_stock_options']
	Accuracy: 0.85514	Precision: 0.48869	Recall: 0.30250	F1: 0.37369	F2: 0.32745
	Total predictions: 14000	True positives:  605	False positives:  633	False negatives: 1395	True negatives: 11367

['poi', 'deferred_income', 'from_messages', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'director_fees', 'resto_dirfees']
	Accuracy: 0.32650	Precision: 0.19045	Recall: 0.93550	F1: 0.31647	F2: 0.52485
	Total predictions: 12000	True positives: 1871	False positives: 7953	False negatives:  129	True negatives: 2047

['poi', 'deferred_income', 'from_messages', 'director_fees', 'bonus']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'director_fees', 'bonus']
	Accuracy: 0.31292	Precision: 0.17522	Recall: 0.93500	F1: 0.29514	F2: 0.50075
	Total predictions: 13000	True positives: 1870	False positives: 8802	False negatives:  130	True negatives: 2198

['poi', 'deferred_income', 'from_messages', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'director_fees', 'total_stock_value']
	Accuracy: 0.28900	Precision: 0.15181	Recall: 0.94450	F1: 0.26158	F2: 0.46202
	Total predictions: 15000	True positives: 1889	False positives: 10554	False negatives:  111	True negatives: 2446

['poi', 'deferred_income', 'from_messages', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.33250	Precision: 0.19161	Recall: 0.93350	F1: 0.31795	F2: 0.52609
	Total predictions: 12000	True positives: 1867	False positives: 7877	False negatives:  133	True negatives: 2123

['poi', 'deferred_income', 'from_messages', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.32608	Precision: 0.19010	Recall: 0.93350	F1: 0.31588	F2: 0.52382
	Total predictions: 12000	True positives: 1867	False positives: 7954	False negatives:  133	True negatives: 2046

['poi', 'deferred_income', 'from_messages', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'director_fees', 'restricted_stock']
	Accuracy: 0.29900	Precision: 0.16091	Recall: 0.92700	F1: 0.27422	F2: 0.47485
	Total predictions: 14000	True positives: 1854	False positives: 9668	False negatives:  146	True negatives: 2332

['poi', 'deferred_income', 'from_messages', 'director_fees', 'salary']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'director_fees', 'salary']
	Accuracy: 0.29692	Precision: 0.17139	Recall: 0.93100	F1: 0.28949	F2: 0.49353
	Total predictions: 13000	True positives: 1862	False positives: 9002	False negatives:  138	True negatives: 1998

['poi', 'deferred_income', 'from_messages', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'director_fees', 'total_payments']
	Accuracy: 0.34257	Precision: 0.15617	Recall: 0.81800	F1: 0.26226	F2: 0.44274
	Total predictions: 14000	True positives: 1636	False positives: 8840	False negatives:  364	True negatives: 3160

['poi', 'deferred_income', 'from_messages', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.30114	Precision: 0.16402	Recall: 0.95000	F1: 0.27974	F2: 0.48509
	Total predictions: 14000	True positives: 1900	False positives: 9684	False negatives:  100	True negatives: 2316

['poi', 'deferred_income', 'from_messages', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'resto_dirfees', 'bonus']
	Accuracy: 0.22058	Precision: 0.16869	Recall: 0.93600	F1: 0.28587	F2: 0.49013
	Total predictions: 12000	True positives: 1872	False positives: 9225	False negatives:  128	True negatives:  775

['poi', 'deferred_income', 'from_messages', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.20836	Precision: 0.14461	Recall: 0.92400	F1: 0.25008	F2: 0.44468
	Total predictions: 14000	True positives: 1848	False positives: 10931	False negatives:  152	True negatives: 1069

['poi', 'deferred_income', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.24082	Precision: 0.18469	Recall: 0.93000	F1: 0.30818	F2: 0.51464
	Total predictions: 11000	True positives: 1860	False positives: 8211	False negatives:  140	True negatives:  789

['poi', 'deferred_income', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.23309	Precision: 0.18314	Recall: 0.93000	F1: 0.30602	F2: 0.51223
	Total predictions: 11000	True positives: 1860	False positives: 8296	False negatives:  140	True negatives:  704

['poi', 'deferred_income', 'from_messages', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.20831	Precision: 0.15599	Recall: 0.94000	F1: 0.26758	F2: 0.46878
	Total predictions: 13000	True positives: 1880	False positives: 10172	False negatives:  120	True negatives:  828

['poi', 'deferred_income', 'from_messages', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'resto_dirfees', 'salary']
	Accuracy: 0.20700	Precision: 0.15480	Recall: 0.93150	F1: 0.26548	F2: 0.46494
	Total predictions: 13000	True positives: 1863	False positives: 10172	False negatives:  137	True negatives:  828

['poi', 'deferred_income', 'from_messages', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'resto_dirfees', 'total_payments']
	Accuracy: 0.24507	Precision: 0.14017	Recall: 0.83450	F1: 0.24002	F2: 0.41920
	Total predictions: 14000	True positives: 1669	False positives: 10238	False negatives:  331	True negatives: 1762

['poi', 'deferred_income', 'from_messages', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.20250	Precision: 0.14479	Recall: 0.93400	F1: 0.25072	F2: 0.44687
	Total predictions: 14000	True positives: 1868	False positives: 11033	False negatives:  132	True negatives:  967

['poi', 'deferred_income', 'from_messages', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'bonus', 'total_stock_value']
	Accuracy: 0.85407	Precision: 0.48534	Recall: 0.35600	F1: 0.41073	F2: 0.37604
	Total predictions: 14000	True positives:  712	False positives:  755	False negatives: 1288	True negatives: 11245

['poi', 'deferred_income', 'from_messages', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.84800	Precision: 0.57358	Recall: 0.34300	F1: 0.42929	F2: 0.37299
	Total predictions: 12000	True positives:  686	False positives:  510	False negatives: 1314	True negatives: 9490

['poi', 'deferred_income', 'from_messages', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.85200	Precision: 0.59859	Recall: 0.34000	F1: 0.43367	F2: 0.37215
	Total predictions: 12000	True positives:  680	False positives:  456	False negatives: 1320	True negatives: 9544

['poi', 'deferred_income', 'from_messages', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'bonus', 'restricted_stock']
	Accuracy: 0.84208	Precision: 0.47972	Recall: 0.31350	F1: 0.37920	F2: 0.33684
	Total predictions: 13000	True positives:  627	False positives:  680	False negatives: 1373	True negatives: 10320

['poi', 'deferred_income', 'from_messages', 'bonus', 'salary']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'bonus', 'salary']
	Accuracy: 0.84762	Precision: 0.50708	Recall: 0.34000	F1: 0.40706	F2: 0.36399
	Total predictions: 13000	True positives:  680	False positives:  661	False negatives: 1320	True negatives: 10339

['poi', 'deferred_income', 'from_messages', 'bonus', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'bonus', 'total_payments']
	Accuracy: 0.85279	Precision: 0.46806	Recall: 0.22350	F1: 0.30254	F2: 0.24958
	Total predictions: 14000	True positives:  447	False positives:  508	False negatives: 1553	True negatives: 11492

['poi', 'deferred_income', 'from_messages', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'bonus', 'exercised_stock_options']
	Accuracy: 0.85871	Precision: 0.50791	Recall: 0.35300	F1: 0.41652	F2: 0.37593
	Total predictions: 14000	True positives:  706	False positives:  684	False negatives: 1294	True negatives: 11316

['poi', 'deferred_income', 'from_messages', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.86629	Precision: 0.54507	Recall: 0.38700	F1: 0.45263	F2: 0.41083
	Total predictions: 14000	True positives:  774	False positives:  646	False negatives: 1226	True negatives: 11354

['poi', 'deferred_income', 'from_messages', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.86550	Precision: 0.54146	Recall: 0.38200	F1: 0.44796	F2: 0.40591
	Total predictions: 14000	True positives:  764	False positives:  647	False negatives: 1236	True negatives: 11353

['poi', 'deferred_income', 'from_messages', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.86736	Precision: 0.55011	Recall: 0.39250	F1: 0.45813	F2: 0.41636
	Total predictions: 14000	True positives:  785	False positives:  642	False negatives: 1215	True negatives: 11358

['poi', 'deferred_income', 'from_messages', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'total_stock_value', 'salary']
	Accuracy: 0.86950	Precision: 0.56070	Recall: 0.39950	F1: 0.46657	F2: 0.42387
	Total predictions: 14000	True positives:  799	False positives:  626	False negatives: 1201	True negatives: 11374

['poi', 'deferred_income', 'from_messages', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'total_stock_value', 'total_payments']
	Accuracy: 0.86040	Precision: 0.46385	Recall: 0.30150	F1: 0.36545	F2: 0.32419
	Total predictions: 15000	True positives:  603	False positives:  697	False negatives: 1397	True negatives: 12303

['poi', 'deferred_income', 'from_messages', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.85529	Precision: 0.49170	Recall: 0.38500	F1: 0.43186	F2: 0.40247
	Total predictions: 14000	True positives:  770	False positives:  796	False negatives: 1230	True negatives: 11204

['poi', 'deferred_income', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.78682	Precision: 0.37232	Recall: 0.25150	F1: 0.30021	F2: 0.26896
	Total predictions: 11000	True positives:  503	False positives:  848	False negatives: 1497	True negatives: 8152

['poi', 'deferred_income', 'from_messages', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.84338	Precision: 0.48500	Recall: 0.29100	F1: 0.36375	F2: 0.31630
	Total predictions: 13000	True positives:  582	False positives:  618	False negatives: 1418	True negatives: 10382

['poi', 'deferred_income', 'from_messages', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.84531	Precision: 0.49607	Recall: 0.34700	F1: 0.40836	F2: 0.36919
	Total predictions: 13000	True positives:  694	False positives:  705	False negatives: 1306	True negatives: 10295

['poi', 'deferred_income', 'from_messages', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.85100	Precision: 0.44953	Recall: 0.19150	F1: 0.26858	F2: 0.21634
	Total predictions: 14000	True positives:  383	False positives:  469	False negatives: 1617	True negatives: 11531

['poi', 'deferred_income', 'from_messages', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.87014	Precision: 0.56174	Recall: 0.41400	F1: 0.47668	F2: 0.43699
	Total predictions: 14000	True positives:  828	False positives:  646	False negatives: 1172	True negatives: 11354

['poi', 'deferred_income', 'from_messages', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.83938	Precision: 0.46290	Recall: 0.27450	F1: 0.34463	F2: 0.29882
	Total predictions: 13000	True positives:  549	False positives:  637	False negatives: 1451	True negatives: 10363

['poi', 'deferred_income', 'from_messages', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.83569	Precision: 0.45584	Recall: 0.35100	F1: 0.39661	F2: 0.36792
	Total predictions: 13000	True positives:  702	False positives:  838	False negatives: 1298	True negatives: 10162

['poi', 'deferred_income', 'from_messages', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.85164	Precision: 0.45422	Recall: 0.19100	F1: 0.26892	F2: 0.21604
	Total predictions: 14000	True positives:  382	False positives:  459	False negatives: 1618	True negatives: 11541

['poi', 'deferred_income', 'from_messages', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.87114	Precision: 0.56941	Recall: 0.40200	F1: 0.47128	F2: 0.42711
	Total predictions: 14000	True positives:  804	False positives:  608	False negatives: 1196	True negatives: 11392

['poi', 'deferred_income', 'from_messages', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'restricted_stock', 'salary']
	Accuracy: 0.85571	Precision: 0.49308	Recall: 0.35650	F1: 0.41381	F2: 0.37741
	Total predictions: 14000	True positives:  713	False positives:  733	False negatives: 1287	True negatives: 11267

['poi', 'deferred_income', 'from_messages', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'restricted_stock', 'total_payments']
	Accuracy: 0.84693	Precision: 0.43422	Recall: 0.23600	F1: 0.30580	F2: 0.25971
	Total predictions: 14000	True positives:  472	False positives:  615	False negatives: 1528	True negatives: 11385

['poi', 'deferred_income', 'from_messages', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.86293	Precision: 0.52713	Recall: 0.39350	F1: 0.45062	F2: 0.41452
	Total predictions: 14000	True positives:  787	False positives:  706	False negatives: 1213	True negatives: 11294

['poi', 'deferred_income', 'from_messages', 'salary', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'salary', 'total_payments']
	Accuracy: 0.85821	Precision: 0.50831	Recall: 0.22950	F1: 0.31622	F2: 0.25778
	Total predictions: 14000	True positives:  459	False positives:  444	False negatives: 1541	True negatives: 11556

['poi', 'deferred_income', 'from_messages', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'salary', 'exercised_stock_options']
	Accuracy: 0.86793	Precision: 0.55336	Recall: 0.39150	F1: 0.45857	F2: 0.41583
	Total predictions: 14000	True positives:  783	False positives:  632	False negatives: 1217	True negatives: 11368

['poi', 'deferred_income', 'from_messages', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'from_messages', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85887	Precision: 0.45294	Recall: 0.28150	F1: 0.34721	F2: 0.30455
	Total predictions: 15000	True positives:  563	False positives:  680	False negatives: 1437	True negatives: 12320

['poi', 'deferred_income', 'other', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'deferred_income', 'other', 'director_fees', 'resto_dirfees']
	Accuracy: 0.32109	Precision: 0.20443	Recall: 0.94550	F1: 0.33618	F2: 0.54812
	Total predictions: 11000	True positives: 1891	False positives: 7359	False negatives:  109	True negatives: 1641

['poi', 'deferred_income', 'other', 'director_fees', 'bonus']
GaussianNB()
['poi', 'deferred_income', 'other', 'director_fees', 'bonus']
	Accuracy: 0.31755	Precision: 0.20100	Recall: 0.92550	F1: 0.33027	F2: 0.53780
	Total predictions: 11000	True positives: 1851	False positives: 7358	False negatives:  149	True negatives: 1642

['poi', 'deferred_income', 'other', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'other', 'director_fees', 'total_stock_value']
	Accuracy: 0.65007	Precision: 0.19169	Recall: 0.50500	F1: 0.27789	F2: 0.38059
	Total predictions: 15000	True positives: 1010	False positives: 4259	False negatives:  990	True negatives: 8741

['poi', 'deferred_income', 'other', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'other', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.27915	Precision: 0.16848	Recall: 0.93650	F1: 0.28558	F2: 0.48988
	Total predictions: 13000	True positives: 1873	False positives: 9244	False negatives:  127	True negatives: 1756

['poi', 'deferred_income', 'other', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'other', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.29150	Precision: 0.17690	Recall: 0.89000	F1: 0.29514	F2: 0.49275
	Total predictions: 12000	True positives: 1780	False positives: 8282	False negatives:  220	True negatives: 1718

['poi', 'deferred_income', 'other', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'other', 'director_fees', 'restricted_stock']
	Accuracy: 0.26800	Precision: 0.16673	Recall: 0.94000	F1: 0.28322	F2: 0.48765
	Total predictions: 13000	True positives: 1880	False positives: 9396	False negatives:  120	True negatives: 1604

['poi', 'deferred_income', 'other', 'director_fees', 'salary']
GaussianNB()
['poi', 'deferred_income', 'other', 'director_fees', 'salary']
	Accuracy: 0.30342	Precision: 0.18598	Recall: 0.94150	F1: 0.31060	F2: 0.51945
	Total predictions: 12000	True positives: 1883	False positives: 8242	False negatives:  117	True negatives: 1758

['poi', 'deferred_income', 'other', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'other', 'director_fees', 'total_payments']
	Accuracy: 0.75315	Precision: 0.24990	Recall: 0.30200	F1: 0.27349	F2: 0.28991
	Total predictions: 13000	True positives:  604	False positives: 1813	False negatives: 1396	True negatives: 9187

['poi', 'deferred_income', 'other', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'other', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.54871	Precision: 0.17709	Recall: 0.59200	F1: 0.27262	F2: 0.40310
	Total predictions: 14000	True positives: 1184	False positives: 5502	False negatives:  816	True negatives: 6498

['poi', 'deferred_income', 'other', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'deferred_income', 'other', 'resto_dirfees', 'bonus']
	Accuracy: 0.21164	Precision: 0.17960	Recall: 0.93500	F1: 0.30132	F2: 0.50782
	Total predictions: 11000	True positives: 1870	False positives: 8542	False negatives:  130	True negatives:  458

['poi', 'deferred_income', 'other', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'other', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.22714	Precision: 0.14367	Recall: 0.88900	F1: 0.24736	F2: 0.43630
	Total predictions: 14000	True positives: 1778	False positives: 10598	False negatives:  222	True negatives: 1402

['poi', 'deferred_income', 'other', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'other', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.19100	Precision: 0.16429	Recall: 0.94300	F1: 0.27982	F2: 0.48409
	Total predictions: 12000	True positives: 1886	False positives: 9594	False negatives:  114	True negatives:  406

['poi', 'deferred_income', 'other', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'other', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.18942	Precision: 0.15734	Recall: 0.88700	F1: 0.26727	F2: 0.46018
	Total predictions: 12000	True positives: 1774	False positives: 9501	False negatives:  226	True negatives:  499

['poi', 'deferred_income', 'other', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'other', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.18331	Precision: 0.15178	Recall: 0.93900	F1: 0.26132	F2: 0.46090
	Total predictions: 13000	True positives: 1878	False positives: 10495	False negatives:  122	True negatives:  505

['poi', 'deferred_income', 'other', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'deferred_income', 'other', 'resto_dirfees', 'salary']
	Accuracy: 0.20736	Precision: 0.17916	Recall: 0.93800	F1: 0.30086	F2: 0.50782
	Total predictions: 11000	True positives: 1876	False positives: 8595	False negatives:  124	True negatives:  405

['poi', 'deferred_income', 'other', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'other', 'resto_dirfees', 'total_payments']
	Accuracy: 0.23669	Precision: 0.15283	Recall: 0.87200	F1: 0.26009	F2: 0.44923
	Total predictions: 13000	True positives: 1744	False positives: 9667	False negatives:  256	True negatives: 1333

['poi', 'deferred_income', 'other', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'other', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.22007	Precision: 0.14298	Recall: 0.89300	F1: 0.24650	F2: 0.43580
	Total predictions: 14000	True positives: 1786	False positives: 10705	False negatives:  214	True negatives: 1295

['poi', 'deferred_income', 'other', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'other', 'bonus', 'total_stock_value']
	Accuracy: 0.85150	Precision: 0.46700	Recall: 0.27950	F1: 0.34970	F2: 0.30390
	Total predictions: 14000	True positives:  559	False positives:  638	False negatives: 1441	True negatives: 11362

['poi', 'deferred_income', 'other', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'other', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.82975	Precision: 0.47681	Recall: 0.22100	F1: 0.30202	F2: 0.24756
	Total predictions: 12000	True positives:  442	False positives:  485	False negatives: 1558	True negatives: 9515

['poi', 'deferred_income', 'other', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'other', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.81708	Precision: 0.41208	Recall: 0.22850	F1: 0.29399	F2: 0.25085
	Total predictions: 12000	True positives:  457	False positives:  652	False negatives: 1543	True negatives: 9348

['poi', 'deferred_income', 'other', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'other', 'bonus', 'restricted_stock']
	Accuracy: 0.83585	Precision: 0.43853	Recall: 0.23900	F1: 0.30939	F2: 0.26293
	Total predictions: 13000	True positives:  478	False positives:  612	False negatives: 1522	True negatives: 10388

['poi', 'deferred_income', 'other', 'bonus', 'salary']
GaussianNB()
['poi', 'deferred_income', 'other', 'bonus', 'salary']
	Accuracy: 0.81509	Precision: 0.48103	Recall: 0.21550	F1: 0.29765	F2: 0.24224
	Total predictions: 11000	True positives:  431	False positives:  465	False negatives: 1569	True negatives: 8535

['poi', 'deferred_income', 'other', 'bonus', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'other', 'bonus', 'total_payments']
	Accuracy: 0.83192	Precision: 0.40609	Recall: 0.20000	F1: 0.26801	F2: 0.22259
	Total predictions: 13000	True positives:  400	False positives:  585	False negatives: 1600	True negatives: 10415

['poi', 'deferred_income', 'other', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'other', 'bonus', 'exercised_stock_options']
	Accuracy: 0.85050	Precision: 0.46185	Recall: 0.28150	F1: 0.34980	F2: 0.30535
	Total predictions: 14000	True positives:  563	False positives:  656	False negatives: 1437	True negatives: 11344

['poi', 'deferred_income', 'other', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'other', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.86453	Precision: 0.48642	Recall: 0.28650	F1: 0.36060	F2: 0.31216
	Total predictions: 15000	True positives:  573	False positives:  605	False negatives: 1427	True negatives: 12395

['poi', 'deferred_income', 'other', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'other', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.86093	Precision: 0.52407	Recall: 0.28850	F1: 0.37214	F2: 0.31700
	Total predictions: 14000	True positives:  577	False positives:  524	False negatives: 1423	True negatives: 11476

['poi', 'deferred_income', 'other', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'other', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.85850	Precision: 0.50817	Recall: 0.29550	F1: 0.37370	F2: 0.32249
	Total predictions: 14000	True positives:  591	False positives:  572	False negatives: 1409	True negatives: 11428

['poi', 'deferred_income', 'other', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'deferred_income', 'other', 'total_stock_value', 'salary']
	Accuracy: 0.85707	Precision: 0.49957	Recall: 0.29000	F1: 0.36697	F2: 0.31656
	Total predictions: 14000	True positives:  580	False positives:  581	False negatives: 1420	True negatives: 11419

['poi', 'deferred_income', 'other', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'other', 'total_stock_value', 'total_payments']
	Accuracy: 0.85460	Precision: 0.43301	Recall: 0.29250	F1: 0.34915	F2: 0.31280
	Total predictions: 15000	True positives:  585	False positives:  766	False negatives: 1415	True negatives: 12234

['poi', 'deferred_income', 'other', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'other', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.85736	Precision: 0.50112	Recall: 0.33550	F1: 0.40192	F2: 0.35925
	Total predictions: 14000	True positives:  671	False positives:  668	False negatives: 1329	True negatives: 11332

['poi', 'deferred_income', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.80883	Precision: 0.34939	Recall: 0.17050	F1: 0.22917	F2: 0.18995
	Total predictions: 12000	True positives:  341	False positives:  635	False negatives: 1659	True negatives: 9365

['poi', 'deferred_income', 'other', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'other', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.84250	Precision: 0.40284	Recall: 0.21250	F1: 0.27823	F2: 0.23468
	Total predictions: 14000	True positives:  425	False positives:  630	False negatives: 1575	True negatives: 11370

['poi', 'deferred_income', 'other', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'deferred_income', 'other', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.82925	Precision: 0.47374	Recall: 0.22100	F1: 0.30140	F2: 0.24740
	Total predictions: 12000	True positives:  442	False positives:  491	False negatives: 1558	True negatives: 9509

['poi', 'deferred_income', 'other', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'other', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.84000	Precision: 0.37013	Recall: 0.17100	F1: 0.23393	F2: 0.19162
	Total predictions: 14000	True positives:  342	False positives:  582	False negatives: 1658	True negatives: 11418

['poi', 'deferred_income', 'other', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'other', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.85836	Precision: 0.50772	Recall: 0.27950	F1: 0.36053	F2: 0.30711
	Total predictions: 14000	True positives:  559	False positives:  542	False negatives: 1441	True negatives: 11458

['poi', 'deferred_income', 'other', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'other', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.81562	Precision: 0.33389	Recall: 0.19950	F1: 0.24977	F2: 0.21697
	Total predictions: 13000	True positives:  399	False positives:  796	False negatives: 1601	True negatives: 10204

['poi', 'deferred_income', 'other', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'deferred_income', 'other', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.82217	Precision: 0.43727	Recall: 0.23350	F1: 0.30443	F2: 0.25750
	Total predictions: 12000	True positives:  467	False positives:  601	False negatives: 1533	True negatives: 9399

['poi', 'deferred_income', 'other', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'other', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.83457	Precision: 0.33711	Recall: 0.16350	F1: 0.22020	F2: 0.18227
	Total predictions: 14000	True positives:  327	False positives:  643	False negatives: 1673	True negatives: 11357

['poi', 'deferred_income', 'other', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'other', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.86064	Precision: 0.52233	Recall: 0.28650	F1: 0.37004	F2: 0.31494
	Total predictions: 14000	True positives:  573	False positives:  524	False negatives: 1427	True negatives: 11476

['poi', 'deferred_income', 'other', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'deferred_income', 'other', 'restricted_stock', 'salary']
	Accuracy: 0.84038	Precision: 0.46341	Recall: 0.23750	F1: 0.31405	F2: 0.26316
	Total predictions: 13000	True positives:  475	False positives:  550	False negatives: 1525	True negatives: 10450

['poi', 'deferred_income', 'other', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'other', 'restricted_stock', 'total_payments']
	Accuracy: 0.83443	Precision: 0.36924	Recall: 0.22450	F1: 0.27923	F2: 0.24360
	Total predictions: 14000	True positives:  449	False positives:  767	False negatives: 1551	True negatives: 11233

['poi', 'deferred_income', 'other', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'other', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.85271	Precision: 0.47512	Recall: 0.29600	F1: 0.36476	F2: 0.32014
	Total predictions: 14000	True positives:  592	False positives:  654	False negatives: 1408	True negatives: 11346

['poi', 'deferred_income', 'other', 'salary', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'other', 'salary', 'total_payments']
	Accuracy: 0.83831	Precision: 0.44333	Recall: 0.19950	F1: 0.27517	F2: 0.22416
	Total predictions: 13000	True positives:  399	False positives:  501	False negatives: 1601	True negatives: 10499

['poi', 'deferred_income', 'other', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'other', 'salary', 'exercised_stock_options']
	Accuracy: 0.85979	Precision: 0.51650	Recall: 0.28950	F1: 0.37103	F2: 0.31740
	Total predictions: 14000	True positives:  579	False positives:  542	False negatives: 1421	True negatives: 11458

['poi', 'deferred_income', 'other', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'other', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84843	Precision: 0.45104	Recall: 0.28100	F1: 0.34627	F2: 0.30392
	Total predictions: 14000	True positives:  562	False positives:  684	False negatives: 1438	True negatives: 11316

['poi', 'deferred_income', 'director_fees', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'resto_dirfees', 'bonus']
	Accuracy: 0.35000	Precision: 0.23529	Recall: 1.00000	F1: 0.38095	F2: 0.60606
	Total predictions: 10000	True positives: 2000	False positives: 6500	False negatives:    0	True negatives: 1500

['poi', 'deferred_income', 'director_fees', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.25529	Precision: 0.16095	Recall: 1.00000	F1: 0.27728	F2: 0.48957
	Total predictions: 14000	True positives: 2000	False positives: 10426	False negatives:    0	True negatives: 1574

['poi', 'deferred_income', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.33364	Precision: 0.21436	Recall: 1.00000	F1: 0.35305	F2: 0.57703
	Total predictions: 11000	True positives: 2000	False positives: 7330	False negatives:    0	True negatives: 1670

['poi', 'deferred_income', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.34140	Precision: 0.22400	Recall: 0.93050	F1: 0.36108	F2: 0.57058
	Total predictions: 10000	True positives: 1861	False positives: 6447	False negatives:  139	True negatives: 1553

['poi', 'deferred_income', 'director_fees', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.28023	Precision: 0.17536	Recall: 0.99350	F1: 0.29810	F2: 0.51394
	Total predictions: 13000	True positives: 1987	False positives: 9344	False negatives:   13	True negatives: 1656

['poi', 'deferred_income', 'director_fees', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'resto_dirfees', 'salary']
	Accuracy: 0.32391	Precision: 0.21107	Recall: 0.99300	F1: 0.34815	F2: 0.57039
	Total predictions: 11000	True positives: 1986	False positives: 7423	False negatives:   14	True negatives: 1577

['poi', 'deferred_income', 'director_fees', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'resto_dirfees', 'total_payments']
	Accuracy: 0.27708	Precision: 0.16961	Recall: 0.94950	F1: 0.28781	F2: 0.49463
	Total predictions: 13000	True positives: 1899	False positives: 9297	False negatives:  101	True negatives: 1703

['poi', 'deferred_income', 'director_fees', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.27962	Precision: 0.17598	Recall: 1.00000	F1: 0.29929	F2: 0.51640
	Total predictions: 13000	True positives: 2000	False positives: 9365	False negatives:    0	True negatives: 1635

['poi', 'deferred_income', 'director_fees', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'bonus', 'total_stock_value']
	Accuracy: 0.58036	Precision: 0.21478	Recall: 0.72950	F1: 0.33185	F2: 0.49314
	Total predictions: 14000	True positives: 1459	False positives: 5334	False negatives:  541	True negatives: 6666

['poi', 'deferred_income', 'director_fees', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.29658	Precision: 0.19155	Recall: 1.00000	F1: 0.32152	F2: 0.54227
	Total predictions: 12000	True positives: 2000	False positives: 8441	False negatives:    0	True negatives: 1559

['poi', 'deferred_income', 'director_fees', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.29825	Precision: 0.18410	Recall: 0.93550	F1: 0.30765	F2: 0.51506
	Total predictions: 12000	True positives: 1871	False positives: 8292	False negatives:  129	True negatives: 1708

['poi', 'deferred_income', 'director_fees', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'bonus', 'restricted_stock']
	Accuracy: 0.27969	Precision: 0.17502	Recall: 0.99150	F1: 0.29752	F2: 0.51293
	Total predictions: 13000	True positives: 1983	False positives: 9347	False negatives:   17	True negatives: 1653

['poi', 'deferred_income', 'director_fees', 'bonus', 'salary']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'bonus', 'salary']
	Accuracy: 0.32427	Precision: 0.21116	Recall: 0.99300	F1: 0.34827	F2: 0.57053
	Total predictions: 11000	True positives: 1986	False positives: 7419	False negatives:   14	True negatives: 1581

['poi', 'deferred_income', 'director_fees', 'bonus', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'bonus', 'total_payments']
	Accuracy: 0.72785	Precision: 0.24108	Recall: 0.35800	F1: 0.28813	F2: 0.32634
	Total predictions: 13000	True positives:  716	False positives: 2254	False negatives: 1284	True negatives: 8746

['poi', 'deferred_income', 'director_fees', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'bonus', 'exercised_stock_options']
	Accuracy: 0.42729	Precision: 0.18192	Recall: 0.86050	F1: 0.30035	F2: 0.49284
	Total predictions: 14000	True positives: 1721	False positives: 7739	False negatives:  279	True negatives: 4261

['poi', 'deferred_income', 'director_fees', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.24993	Precision: 0.15093	Recall: 1.00000	F1: 0.26228	F2: 0.47057
	Total predictions: 15000	True positives: 2000	False positives: 11251	False negatives:    0	True negatives: 1749

['poi', 'deferred_income', 'director_fees', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.26036	Precision: 0.16149	Recall: 0.99650	F1: 0.27794	F2: 0.48990
	Total predictions: 14000	True positives: 1993	False positives: 10348	False negatives:    7	True negatives: 1652

['poi', 'deferred_income', 'director_fees', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.52643	Precision: 0.17927	Recall: 0.64700	F1: 0.28076	F2: 0.42515
	Total predictions: 14000	True positives: 1294	False positives: 5924	False negatives:  706	True negatives: 6076

['poi', 'deferred_income', 'director_fees', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'total_stock_value', 'salary']
	Accuracy: 0.44487	Precision: 0.18482	Recall: 0.92750	F1: 0.30822	F2: 0.51422
	Total predictions: 15000	True positives: 1855	False positives: 8182	False negatives:  145	True negatives: 4818

['poi', 'deferred_income', 'director_fees', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'total_stock_value', 'total_payments']
	Accuracy: 0.78713	Precision: 0.29882	Recall: 0.44300	F1: 0.35690	F2: 0.40401
	Total predictions: 15000	True positives:  886	False positives: 2079	False negatives: 1114	True negatives: 10921

['poi', 'deferred_income', 'director_fees', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.73079	Precision: 0.25573	Recall: 0.46300	F1: 0.32948	F2: 0.39842
	Total predictions: 14000	True positives:  926	False positives: 2695	False negatives: 1074	True negatives: 9305

['poi', 'deferred_income', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.32973	Precision: 0.20527	Recall: 0.93550	F1: 0.33666	F2: 0.54660
	Total predictions: 11000	True positives: 1871	False positives: 7244	False negatives:  129	True negatives: 1756

['poi', 'deferred_income', 'director_fees', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.27477	Precision: 0.17438	Recall: 0.99450	F1: 0.29673	F2: 0.51247
	Total predictions: 13000	True positives: 1989	False positives: 9417	False negatives:   11	True negatives: 1583

['poi', 'deferred_income', 'director_fees', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.28377	Precision: 0.17567	Recall: 0.99000	F1: 0.29839	F2: 0.51373
	Total predictions: 13000	True positives: 1980	False positives: 9291	False negatives:   20	True negatives: 1709

['poi', 'deferred_income', 'director_fees', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.67021	Precision: 0.18417	Recall: 0.38150	F1: 0.24841	F2: 0.31417
	Total predictions: 14000	True positives:  763	False positives: 3380	False negatives: 1237	True negatives: 8620

['poi', 'deferred_income', 'director_fees', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.26021	Precision: 0.16180	Recall: 0.99950	F1: 0.27851	F2: 0.49103
	Total predictions: 14000	True positives: 1999	False positives: 10356	False negatives:    1	True negatives: 1644

['poi', 'deferred_income', 'director_fees', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.27169	Precision: 0.16690	Recall: 0.93550	F1: 0.28327	F2: 0.48699
	Total predictions: 13000	True positives: 1871	False positives: 9339	False negatives:  129	True negatives: 1661

['poi', 'deferred_income', 'director_fees', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.29325	Precision: 0.18302	Recall: 0.93550	F1: 0.30614	F2: 0.51336
	Total predictions: 12000	True positives: 1871	False positives: 8352	False negatives:  129	True negatives: 1648

['poi', 'deferred_income', 'director_fees', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.68443	Precision: 0.18936	Recall: 0.36850	F1: 0.25017	F2: 0.30987
	Total predictions: 14000	True positives:  737	False positives: 3155	False negatives: 1263	True negatives: 8845

['poi', 'deferred_income', 'director_fees', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.25971	Precision: 0.15738	Recall: 0.96050	F1: 0.27045	F2: 0.47535
	Total predictions: 14000	True positives: 1921	False positives: 10285	False negatives:   79	True negatives: 1715

['poi', 'deferred_income', 'director_fees', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'restricted_stock', 'salary']
	Accuracy: 0.27515	Precision: 0.17486	Recall: 0.99800	F1: 0.29758	F2: 0.51404
	Total predictions: 13000	True positives: 1996	False positives: 9419	False negatives:    4	True negatives: 1581

['poi', 'deferred_income', 'director_fees', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'restricted_stock', 'total_payments']
	Accuracy: 0.74493	Precision: 0.24016	Recall: 0.36300	F1: 0.28907	F2: 0.32931
	Total predictions: 14000	True positives:  726	False positives: 2297	False negatives: 1274	True negatives: 9703

['poi', 'deferred_income', 'director_fees', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.42807	Precision: 0.16976	Recall: 0.77200	F1: 0.27832	F2: 0.45159
	Total predictions: 14000	True positives: 1544	False positives: 7551	False negatives:  456	True negatives: 4449

['poi', 'deferred_income', 'director_fees', 'salary', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'salary', 'total_payments']
	Accuracy: 0.71823	Precision: 0.24611	Recall: 0.40300	F1: 0.30559	F2: 0.35743
	Total predictions: 13000	True positives:  806	False positives: 2469	False negatives: 1194	True negatives: 8531

['poi', 'deferred_income', 'director_fees', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'salary', 'exercised_stock_options']
	Accuracy: 0.30993	Precision: 0.16896	Recall: 0.97750	F1: 0.28811	F2: 0.49946
	Total predictions: 14000	True positives: 1955	False positives: 9616	False negatives:   45	True negatives: 2384

['poi', 'deferred_income', 'director_fees', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'director_fees', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.76614	Precision: 0.28653	Recall: 0.42750	F1: 0.34310	F2: 0.38920
	Total predictions: 14000	True positives:  855	False positives: 2129	False negatives: 1145	True negatives: 9871

['poi', 'deferred_income', 'resto_dirfees', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'bonus', 'total_stock_value']
	Accuracy: 0.22871	Precision: 0.15165	Recall: 0.95750	F1: 0.26183	F2: 0.46417
	Total predictions: 14000	True positives: 1915	False positives: 10713	False negatives:   85	True negatives: 1287

['poi', 'deferred_income', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.20175	Precision: 0.17273	Recall: 1.00000	F1: 0.29457	F2: 0.51075
	Total predictions: 12000	True positives: 2000	False positives: 9579	False negatives:    0	True negatives:  421

['poi', 'deferred_income', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.20791	Precision: 0.17969	Recall: 0.94150	F1: 0.30179	F2: 0.50950
	Total predictions: 11000	True positives: 1883	False positives: 8596	False negatives:  117	True negatives:  404

['poi', 'deferred_income', 'resto_dirfees', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'bonus', 'restricted_stock']
	Accuracy: 0.18623	Precision: 0.15791	Recall: 0.99000	F1: 0.27237	F2: 0.48201
	Total predictions: 13000	True positives: 1980	False positives: 10559	False negatives:   20	True negatives:  441

['poi', 'deferred_income', 'resto_dirfees', 'bonus', 'salary']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'bonus', 'salary']
	Accuracy: 0.21555	Precision: 0.18710	Recall: 0.99100	F1: 0.31478	F2: 0.53300
	Total predictions: 11000	True positives: 1982	False positives: 8611	False negatives:   18	True negatives:  389

['poi', 'deferred_income', 'resto_dirfees', 'bonus', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'bonus', 'total_payments']
	Accuracy: 0.23362	Precision: 0.15351	Recall: 0.88200	F1: 0.26151	F2: 0.45252
	Total predictions: 13000	True positives: 1764	False positives: 9727	False negatives:  236	True negatives: 1273

['poi', 'deferred_income', 'resto_dirfees', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'bonus', 'exercised_stock_options']
	Accuracy: 0.22464	Precision: 0.15069	Recall: 0.95500	F1: 0.26031	F2: 0.46191
	Total predictions: 14000	True positives: 1910	False positives: 10765	False negatives:   90	True negatives: 1235

['poi', 'deferred_income', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.22550	Precision: 0.14917	Recall: 0.94000	F1: 0.25748	F2: 0.45624
	Total predictions: 14000	True positives: 1880	False positives: 10723	False negatives:  120	True negatives: 1277

['poi', 'deferred_income', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.22236	Precision: 0.14987	Recall: 0.95100	F1: 0.25893	F2: 0.45962
	Total predictions: 14000	True positives: 1902	False positives: 10789	False negatives:   98	True negatives: 1211

['poi', 'deferred_income', 'resto_dirfees', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.22407	Precision: 0.15015	Recall: 0.95100	F1: 0.25936	F2: 0.46015
	Total predictions: 14000	True positives: 1902	False positives: 10765	False negatives:   98	True negatives: 1235

['poi', 'deferred_income', 'resto_dirfees', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'total_stock_value', 'salary']
	Accuracy: 0.23486	Precision: 0.15091	Recall: 0.94150	F1: 0.26012	F2: 0.45976
	Total predictions: 14000	True positives: 1883	False positives: 10595	False negatives:  117	True negatives: 1405

['poi', 'deferred_income', 'resto_dirfees', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'total_stock_value', 'total_payments']
	Accuracy: 0.22540	Precision: 0.13573	Recall: 0.89600	F1: 0.23574	F2: 0.42258
	Total predictions: 15000	True positives: 1792	False positives: 11411	False negatives:  208	True negatives: 1589

['poi', 'deferred_income', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.22786	Precision: 0.15056	Recall: 0.94900	F1: 0.25989	F2: 0.46055
	Total predictions: 14000	True positives: 1898	False positives: 10708	False negatives:  102	True negatives: 1292

['poi', 'deferred_income', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.20945	Precision: 0.17808	Recall: 0.92600	F1: 0.29871	F2: 0.50326
	Total predictions: 11000	True positives: 1852	False positives: 8548	False negatives:  148	True negatives:  452

['poi', 'deferred_income', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.18169	Precision: 0.15739	Recall: 0.99200	F1: 0.27167	F2: 0.48141
	Total predictions: 13000	True positives: 1984	False positives: 10622	False negatives:   16	True negatives:  378

['poi', 'deferred_income', 'resto_dirfees', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.19883	Precision: 0.17119	Recall: 0.99100	F1: 0.29194	F2: 0.50618
	Total predictions: 12000	True positives: 1982	False positives: 9596	False negatives:   18	True negatives:  404

['poi', 'deferred_income', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.21557	Precision: 0.14329	Recall: 0.90200	F1: 0.24729	F2: 0.43808
	Total predictions: 14000	True positives: 1804	False positives: 10786	False negatives:  196	True negatives: 1214

['poi', 'deferred_income', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.22050	Precision: 0.14967	Recall: 0.95200	F1: 0.25868	F2: 0.45944
	Total predictions: 14000	True positives: 1904	False positives: 10817	False negatives:   96	True negatives: 1183

['poi', 'deferred_income', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.17462	Precision: 0.14912	Recall: 0.92750	F1: 0.25693	F2: 0.45377
	Total predictions: 13000	True positives: 1855	False positives: 10585	False negatives:  145	True negatives:  415

['poi', 'deferred_income', 'resto_dirfees', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.19258	Precision: 0.16244	Recall: 0.92500	F1: 0.27635	F2: 0.47707
	Total predictions: 12000	True positives: 1850	False positives: 9539	False negatives:  150	True negatives:  461

['poi', 'deferred_income', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.21800	Precision: 0.14197	Recall: 0.88700	F1: 0.24476	F2: 0.43277
	Total predictions: 14000	True positives: 1774	False positives: 10722	False negatives:  226	True negatives: 1278

['poi', 'deferred_income', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.22486	Precision: 0.15006	Recall: 0.94900	F1: 0.25915	F2: 0.45961
	Total predictions: 14000	True positives: 1898	False positives: 10750	False negatives:  102	True negatives: 1250

['poi', 'deferred_income', 'resto_dirfees', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'restricted_stock', 'salary']
	Accuracy: 0.18423	Precision: 0.15785	Recall: 0.99250	F1: 0.27238	F2: 0.48238
	Total predictions: 13000	True positives: 1985	False positives: 10590	False negatives:   15	True negatives:  410

['poi', 'deferred_income', 'resto_dirfees', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'restricted_stock', 'total_payments']
	Accuracy: 0.22207	Precision: 0.14152	Recall: 0.87750	F1: 0.24373	F2: 0.43013
	Total predictions: 14000	True positives: 1755	False positives: 10646	False negatives:  245	True negatives: 1354

['poi', 'deferred_income', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.22279	Precision: 0.14994	Recall: 0.95100	F1: 0.25904	F2: 0.45975
	Total predictions: 14000	True positives: 1902	False positives: 10783	False negatives:   98	True negatives: 1217

['poi', 'deferred_income', 'resto_dirfees', 'salary', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'salary', 'total_payments']
	Accuracy: 0.23231	Precision: 0.15238	Recall: 0.87450	F1: 0.25953	F2: 0.44897
	Total predictions: 13000	True positives: 1749	False positives: 9729	False negatives:  251	True negatives: 1271

['poi', 'deferred_income', 'resto_dirfees', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'salary', 'exercised_stock_options']
	Accuracy: 0.22607	Precision: 0.15071	Recall: 0.95300	F1: 0.26026	F2: 0.46157
	Total predictions: 14000	True positives: 1906	False positives: 10741	False negatives:   94	True negatives: 1259

['poi', 'deferred_income', 'resto_dirfees', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'resto_dirfees', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.21864	Precision: 0.14258	Recall: 0.89150	F1: 0.24585	F2: 0.43477
	Total predictions: 14000	True positives: 1783	False positives: 10722	False negatives:  217	True negatives: 1278

['poi', 'deferred_income', 'bonus', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'deferred_income', 'bonus', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.85679	Precision: 0.49821	Recall: 0.34700	F1: 0.40908	F2: 0.36942
	Total predictions: 14000	True positives:  694	False positives:  699	False negatives: 1306	True negatives: 11301

['poi', 'deferred_income', 'bonus', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'bonus', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.85664	Precision: 0.49754	Recall: 0.35450	F1: 0.41401	F2: 0.37613
	Total predictions: 14000	True positives:  709	False positives:  716	False negatives: 1291	True negatives: 11284

['poi', 'deferred_income', 'bonus', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'bonus', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.85707	Precision: 0.49964	Recall: 0.34500	F1: 0.40816	F2: 0.36776
	Total predictions: 14000	True positives:  690	False positives:  691	False negatives: 1310	True negatives: 11309

['poi', 'deferred_income', 'bonus', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'deferred_income', 'bonus', 'total_stock_value', 'salary']
	Accuracy: 0.84650	Precision: 0.45203	Recall: 0.35100	F1: 0.39516	F2: 0.36742
	Total predictions: 14000	True positives:  702	False positives:  851	False negatives: 1298	True negatives: 11149

['poi', 'deferred_income', 'bonus', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'bonus', 'total_stock_value', 'total_payments']
	Accuracy: 0.85440	Precision: 0.43205	Recall: 0.29250	F1: 0.34884	F2: 0.31270
	Total predictions: 15000	True positives:  585	False positives:  769	False negatives: 1415	True negatives: 12231

['poi', 'deferred_income', 'bonus', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'bonus', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.85629	Precision: 0.49614	Recall: 0.38550	F1: 0.43388	F2: 0.40350
	Total predictions: 14000	True positives:  771	False positives:  783	False negatives: 1229	True negatives: 11217

['poi', 'deferred_income', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.83625	Precision: 0.51455	Recall: 0.30950	F1: 0.38651	F2: 0.33630
	Total predictions: 12000	True positives:  619	False positives:  584	False negatives: 1381	True negatives: 9416

['poi', 'deferred_income', 'bonus', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'bonus', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.84523	Precision: 0.49526	Recall: 0.31350	F1: 0.38396	F2: 0.33833
	Total predictions: 13000	True positives:  627	False positives:  639	False negatives: 1373	True negatives: 10361

['poi', 'deferred_income', 'bonus', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'deferred_income', 'bonus', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.84250	Precision: 0.54799	Recall: 0.31400	F1: 0.39924	F2: 0.34332
	Total predictions: 12000	True positives:  628	False positives:  518	False negatives: 1372	True negatives: 9482

['poi', 'deferred_income', 'bonus', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'bonus', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.85850	Precision: 0.51061	Recall: 0.22850	F1: 0.31572	F2: 0.25689
	Total predictions: 14000	True positives:  457	False positives:  438	False negatives: 1543	True negatives: 11562

['poi', 'deferred_income', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.86179	Precision: 0.52479	Recall: 0.34400	F1: 0.41558	F2: 0.36946
	Total predictions: 14000	True positives:  688	False positives:  623	False negatives: 1312	True negatives: 11377

['poi', 'deferred_income', 'bonus', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'bonus', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.83569	Precision: 0.45058	Recall: 0.31000	F1: 0.36730	F2: 0.33063
	Total predictions: 13000	True positives:  620	False positives:  756	False negatives: 1380	True negatives: 10244

['poi', 'deferred_income', 'bonus', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'deferred_income', 'bonus', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.83917	Precision: 0.52991	Recall: 0.31000	F1: 0.39117	F2: 0.33806
	Total predictions: 12000	True positives:  620	False positives:  550	False negatives: 1380	True negatives: 9450

['poi', 'deferred_income', 'bonus', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'bonus', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.85293	Precision: 0.46838	Recall: 0.21850	F1: 0.29799	F2: 0.24460
	Total predictions: 14000	True positives:  437	False positives:  496	False negatives: 1563	True negatives: 11504

['poi', 'deferred_income', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.86050	Precision: 0.51763	Recall: 0.34500	F1: 0.41404	F2: 0.36966
	Total predictions: 14000	True positives:  690	False positives:  643	False negatives: 1310	True negatives: 11357

['poi', 'deferred_income', 'bonus', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'deferred_income', 'bonus', 'restricted_stock', 'salary']
	Accuracy: 0.84292	Precision: 0.48377	Recall: 0.31300	F1: 0.38009	F2: 0.33678
	Total predictions: 13000	True positives:  626	False positives:  668	False negatives: 1374	True negatives: 10332

['poi', 'deferred_income', 'bonus', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'bonus', 'restricted_stock', 'total_payments']
	Accuracy: 0.83400	Precision: 0.36914	Recall: 0.22850	F1: 0.28227	F2: 0.24735
	Total predictions: 14000	True positives:  457	False positives:  781	False negatives: 1543	True negatives: 11219

['poi', 'deferred_income', 'bonus', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'bonus', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.85221	Precision: 0.47622	Recall: 0.34550	F1: 0.40046	F2: 0.36557
	Total predictions: 14000	True positives:  691	False positives:  760	False negatives: 1309	True negatives: 11240

['poi', 'deferred_income', 'bonus', 'salary', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'bonus', 'salary', 'total_payments']
	Accuracy: 0.84408	Precision: 0.48436	Recall: 0.20900	F1: 0.29200	F2: 0.23581
	Total predictions: 13000	True positives:  418	False positives:  445	False negatives: 1582	True negatives: 10555

['poi', 'deferred_income', 'bonus', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'bonus', 'salary', 'exercised_stock_options']
	Accuracy: 0.86307	Precision: 0.53081	Recall: 0.35750	F1: 0.42725	F2: 0.38248
	Total predictions: 14000	True positives:  715	False positives:  632	False negatives: 1285	True negatives: 11368

['poi', 'deferred_income', 'bonus', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'bonus', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84886	Precision: 0.45330	Recall: 0.28150	F1: 0.34732	F2: 0.30459
	Total predictions: 14000	True positives:  563	False positives:  679	False negatives: 1437	True negatives: 11321

['poi', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.86100	Precision: 0.51997	Recall: 0.35150	F1: 0.41945	F2: 0.37586
	Total predictions: 14000	True positives:  703	False positives:  649	False negatives: 1297	True negatives: 11351

['poi', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.86614	Precision: 0.54592	Recall: 0.37450	F1: 0.44425	F2: 0.39959
	Total predictions: 14000	True positives:  749	False positives:  623	False negatives: 1251	True negatives: 11377

['poi', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.85950	Precision: 0.51212	Recall: 0.34850	F1: 0.41476	F2: 0.37229
	Total predictions: 14000	True positives:  697	False positives:  664	False negatives: 1303	True negatives: 11336

['poi', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.85527	Precision: 0.43643	Recall: 0.29350	F1: 0.35097	F2: 0.31407
	Total predictions: 15000	True positives:  587	False positives:  758	False negatives: 1413	True negatives: 12242

['poi', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.85943	Precision: 0.51075	Recall: 0.38000	F1: 0.43578	F2: 0.40051
	Total predictions: 14000	True positives:  760	False positives:  728	False negatives: 1240	True negatives: 11272

['poi', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.86750	Precision: 0.55590	Recall: 0.36050	F1: 0.43737	F2: 0.38776
	Total predictions: 14000	True positives:  721	False positives:  576	False negatives: 1279	True negatives: 11424

['poi', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.86571	Precision: 0.54637	Recall: 0.35350	F1: 0.42927	F2: 0.38035
	Total predictions: 14000	True positives:  707	False positives:  587	False negatives: 1293	True negatives: 11413

['poi', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.85527	Precision: 0.43624	Recall: 0.29250	F1: 0.35019	F2: 0.31314
	Total predictions: 15000	True positives:  585	False positives:  756	False negatives: 1415	True negatives: 12244

['poi', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.86379	Precision: 0.53214	Recall: 0.38500	F1: 0.44677	F2: 0.40754
	Total predictions: 14000	True positives:  770	False positives:  677	False negatives: 1230	True negatives: 11323

['poi', 'deferred_income', 'total_stock_value', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'deferred_income', 'total_stock_value', 'restricted_stock', 'salary']
	Accuracy: 0.86007	Precision: 0.51491	Recall: 0.35400	F1: 0.41956	F2: 0.37760
	Total predictions: 14000	True positives:  708	False positives:  667	False negatives: 1292	True negatives: 11333

['poi', 'deferred_income', 'total_stock_value', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'total_stock_value', 'restricted_stock', 'total_payments']
	Accuracy: 0.86200	Precision: 0.47287	Recall: 0.30500	F1: 0.37082	F2: 0.32831
	Total predictions: 15000	True positives:  610	False positives:  680	False negatives: 1390	True negatives: 12320

['poi', 'deferred_income', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.86707	Precision: 0.54982	Recall: 0.38350	F1: 0.45184	F2: 0.40820
	Total predictions: 14000	True positives:  767	False positives:  628	False negatives: 1233	True negatives: 11372

['poi', 'deferred_income', 'total_stock_value', 'salary', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'total_stock_value', 'salary', 'total_payments']
	Accuracy: 0.85433	Precision: 0.43194	Recall: 0.29350	F1: 0.34951	F2: 0.31360
	Total predictions: 15000	True positives:  587	False positives:  772	False negatives: 1413	True negatives: 12228

['poi', 'deferred_income', 'total_stock_value', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'total_stock_value', 'salary', 'exercised_stock_options']
	Accuracy: 0.86214	Precision: 0.52368	Recall: 0.38700	F1: 0.44508	F2: 0.40831
	Total predictions: 14000	True positives:  774	False positives:  704	False negatives: 1226	True negatives: 11296

['poi', 'deferred_income', 'total_stock_value', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'total_stock_value', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.86153	Precision: 0.47264	Recall: 0.33250	F1: 0.39037	F2: 0.35346
	Total predictions: 15000	True positives:  665	False positives:  742	False negatives: 1335	True negatives: 12258

['poi', 'deferred_income', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'deferred_income', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.82769	Precision: 0.40307	Recall: 0.24950	F1: 0.30821	F2: 0.27008
	Total predictions: 13000	True positives:  499	False positives:  739	False negatives: 1501	True negatives: 10261

['poi', 'deferred_income', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'deferred_income', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.83308	Precision: 0.49871	Recall: 0.29050	F1: 0.36714	F2: 0.31697
	Total predictions: 12000	True positives:  581	False positives:  584	False negatives: 1419	True negatives: 9416

['poi', 'deferred_income', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.84886	Precision: 0.42927	Recall: 0.17600	F1: 0.24965	F2: 0.19955
	Total predictions: 14000	True positives:  352	False positives:  468	False negatives: 1648	True negatives: 11532

['poi', 'deferred_income', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.87179	Precision: 0.57964	Recall: 0.37300	F1: 0.45391	F2: 0.40164
	Total predictions: 14000	True positives:  746	False positives:  541	False negatives: 1254	True negatives: 11459

['poi', 'deferred_income', 'from_poi_to_this_person', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'deferred_income', 'from_poi_to_this_person', 'restricted_stock', 'salary']
	Accuracy: 0.84169	Precision: 0.47810	Recall: 0.31650	F1: 0.38087	F2: 0.33945
	Total predictions: 13000	True positives:  633	False positives:  691	False negatives: 1367	True negatives: 10309

['poi', 'deferred_income', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']
	Accuracy: 0.84321	Precision: 0.41287	Recall: 0.23100	F1: 0.29625	F2: 0.25332
	Total predictions: 14000	True positives:  462	False positives:  657	False negatives: 1538	True negatives: 11343

['poi', 'deferred_income', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.86286	Precision: 0.52797	Recall: 0.37750	F1: 0.44023	F2: 0.40032
	Total predictions: 14000	True positives:  755	False positives:  675	False negatives: 1245	True negatives: 11325

['poi', 'deferred_income', 'from_poi_to_this_person', 'salary', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'from_poi_to_this_person', 'salary', 'total_payments']
	Accuracy: 0.85843	Precision: 0.50993	Recall: 0.23100	F1: 0.31796	F2: 0.25938
	Total predictions: 14000	True positives:  462	False positives:  444	False negatives: 1538	True negatives: 11556

['poi', 'deferred_income', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']
	Accuracy: 0.86729	Precision: 0.55707	Recall: 0.34650	F1: 0.42725	F2: 0.37484
	Total predictions: 14000	True positives:  693	False positives:  551	False negatives: 1307	True negatives: 11449

['poi', 'deferred_income', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85333	Precision: 0.42548	Recall: 0.28550	F1: 0.34171	F2: 0.30561
	Total predictions: 15000	True positives:  571	False positives:  771	False negatives: 1429	True negatives: 12229

['poi', 'deferred_income', 'from_this_person_to_poi', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'deferred_income', 'from_this_person_to_poi', 'restricted_stock', 'salary']
	Accuracy: 0.82962	Precision: 0.42602	Recall: 0.30950	F1: 0.35853	F2: 0.32741
	Total predictions: 13000	True positives:  619	False positives:  834	False negatives: 1381	True negatives: 10166

['poi', 'deferred_income', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']
	Accuracy: 0.83207	Precision: 0.36038	Recall: 0.22650	F1: 0.27817	F2: 0.24468
	Total predictions: 14000	True positives:  453	False positives:  804	False negatives: 1547	True negatives: 11196

['poi', 'deferred_income', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.86336	Precision: 0.53201	Recall: 0.36150	F1: 0.43049	F2: 0.38626
	Total predictions: 14000	True positives:  723	False positives:  636	False negatives: 1277	True negatives: 11364

['poi', 'deferred_income', 'from_this_person_to_poi', 'salary', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'from_this_person_to_poi', 'salary', 'total_payments']
	Accuracy: 0.85400	Precision: 0.47694	Recall: 0.22750	F1: 0.30806	F2: 0.25408
	Total predictions: 14000	True positives:  455	False positives:  499	False negatives: 1545	True negatives: 11501

['poi', 'deferred_income', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']
	Accuracy: 0.86929	Precision: 0.56967	Recall: 0.34750	F1: 0.43168	F2: 0.37690
	Total predictions: 14000	True positives:  695	False positives:  525	False negatives: 1305	True negatives: 11475

['poi', 'deferred_income', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85393	Precision: 0.42625	Recall: 0.27600	F1: 0.33505	F2: 0.29693
	Total predictions: 15000	True positives:  552	False positives:  743	False negatives: 1448	True negatives: 12257

['poi', 'deferred_income', 'restricted_stock', 'salary', 'total_payments']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock', 'salary', 'total_payments']
	Accuracy: 0.83329	Precision: 0.36830	Recall: 0.23350	F1: 0.28580	F2: 0.25194
	Total predictions: 14000	True positives:  467	False positives:  801	False negatives: 1533	True negatives: 11199

['poi', 'deferred_income', 'restricted_stock', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock', 'salary', 'exercised_stock_options']
	Accuracy: 0.86007	Precision: 0.51484	Recall: 0.35550	F1: 0.42059	F2: 0.37896
	Total predictions: 14000	True positives:  711	False positives:  670	False negatives: 1289	True negatives: 11330

['poi', 'deferred_income', 'restricted_stock', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'restricted_stock', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85487	Precision: 0.43610	Recall: 0.30200	F1: 0.35687	F2: 0.32179
	Total predictions: 15000	True positives:  604	False positives:  781	False negatives: 1396	True negatives: 12219

['poi', 'deferred_income', 'salary', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'deferred_income', 'salary', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84936	Precision: 0.45594	Recall: 0.28200	F1: 0.34847	F2: 0.30529
	Total predictions: 14000	True positives:  564	False positives:  673	False negatives: 1436	True negatives: 11327

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages']
	Accuracy: 0.34000	Precision: 0.19288	Recall: 0.92950	F1: 0.31947	F2: 0.52699
	Total predictions: 12000	True positives: 1859	False positives: 7779	False negatives:  141	True negatives: 2221

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other']
	Accuracy: 0.27754	Precision: 0.16828	Recall: 0.93750	F1: 0.28534	F2: 0.48976
	Total predictions: 13000	True positives: 1875	False positives: 9267	False negatives:  125	True negatives: 1733

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees']
	Accuracy: 0.38392	Precision: 0.19982	Recall: 1.00000	F1: 0.33308	F2: 0.55528
	Total predictions: 13000	True positives: 2000	False positives: 8009	False negatives:    0	True negatives: 2991

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees']
	Accuracy: 0.31625	Precision: 0.19598	Recall: 1.00000	F1: 0.32773	F2: 0.54930
	Total predictions: 12000	True positives: 2000	False positives: 8205	False negatives:    0	True negatives: 1795

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus']
	Accuracy: 0.30683	Precision: 0.19384	Recall: 1.00000	F1: 0.32473	F2: 0.54591
	Total predictions: 12000	True positives: 2000	False positives: 8318	False negatives:    0	True negatives: 1682

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value']
	Accuracy: 0.26657	Precision: 0.16292	Recall: 0.99900	F1: 0.28015	F2: 0.49299
	Total predictions: 14000	True positives: 1998	False positives: 10266	False negatives:    2	True negatives: 1734

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person']
	Accuracy: 0.31625	Precision: 0.19598	Recall: 1.00000	F1: 0.32773	F2: 0.54930
	Total predictions: 12000	True positives: 2000	False positives: 8205	False negatives:    0	True negatives: 1795

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_this_person_to_poi']
	Accuracy: 0.30817	Precision: 0.18603	Recall: 0.93350	F1: 0.31024	F2: 0.51758
	Total predictions: 12000	True positives: 1867	False positives: 8169	False negatives:  133	True negatives: 1831

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'restricted_stock']
	Accuracy: 0.28754	Precision: 0.17661	Recall: 0.99150	F1: 0.29982	F2: 0.51565
	Total predictions: 13000	True positives: 1983	False positives: 9245	False negatives:   17	True negatives: 1755

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'salary']
	Accuracy: 0.30117	Precision: 0.19150	Recall: 0.99100	F1: 0.32097	F2: 0.54005
	Total predictions: 12000	True positives: 1982	False positives: 8368	False negatives:   18	True negatives: 1632

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_payments']
	Accuracy: 0.25114	Precision: 0.15383	Recall: 0.94250	F1: 0.26449	F2: 0.46534
	Total predictions: 14000	True positives: 1885	False positives: 10369	False negatives:  115	True negatives: 1631

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'exercised_stock_options']
	Accuracy: 0.28462	Precision: 0.17693	Recall: 0.99950	F1: 0.30065	F2: 0.51793
	Total predictions: 13000	True positives: 1999	False positives: 9299	False negatives:    1	True negatives: 1701

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages', 'other']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages', 'other']
	Accuracy: 0.29977	Precision: 0.16712	Recall: 0.89150	F1: 0.28147	F2: 0.47753
	Total predictions: 13000	True positives: 1783	False positives: 8886	False negatives:  217	True negatives: 2114

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages', 'director_fees']
	Accuracy: 0.39946	Precision: 0.19587	Recall: 0.93500	F1: 0.32389	F2: 0.53285
	Total predictions: 13000	True positives: 1870	False positives: 7677	False negatives:  130	True negatives: 3323

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees']
	Accuracy: 0.33092	Precision: 0.19073	Recall: 0.92950	F1: 0.31651	F2: 0.52375
	Total predictions: 12000	True positives: 1859	False positives: 7888	False negatives:  141	True negatives: 2112

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages', 'bonus']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages', 'bonus']
	Accuracy: 0.32633	Precision: 0.19022	Recall: 0.93400	F1: 0.31607	F2: 0.52413
	Total predictions: 12000	True positives: 1868	False positives: 7952	False negatives:  132	True negatives: 2048

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages', 'total_stock_value']
	Accuracy: 0.28771	Precision: 0.16048	Recall: 0.94200	F1: 0.27424	F2: 0.47720
	Total predictions: 14000	True positives: 1884	False positives: 9856	False negatives:  116	True negatives: 2144

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.34000	Precision: 0.19288	Recall: 0.92950	F1: 0.31947	F2: 0.52699
	Total predictions: 12000	True positives: 1859	False positives: 7779	False negatives:  141	True negatives: 2221

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages', 'from_this_person_to_poi']
	Accuracy: 0.33092	Precision: 0.19073	Recall: 0.92950	F1: 0.31651	F2: 0.52375
	Total predictions: 12000	True positives: 1859	False positives: 7888	False negatives:  141	True negatives: 2112

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages', 'restricted_stock']
	Accuracy: 0.30785	Precision: 0.17360	Recall: 0.93050	F1: 0.29261	F2: 0.49706
	Total predictions: 13000	True positives: 1861	False positives: 8859	False negatives:  139	True negatives: 2141

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages', 'salary']
	Accuracy: 0.31925	Precision: 0.18796	Recall: 0.92900	F1: 0.31266	F2: 0.51943
	Total predictions: 12000	True positives: 1858	False positives: 8027	False negatives:  142	True negatives: 1973

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages', 'total_payments']
	Accuracy: 0.26857	Precision: 0.15031	Recall: 0.88550	F1: 0.25700	F2: 0.44763
	Total predictions: 14000	True positives: 1771	False positives: 10011	False negatives:  229	True negatives: 1989

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.30492	Precision: 0.17456	Recall: 0.94350	F1: 0.29461	F2: 0.50159
	Total predictions: 13000	True positives: 1887	False positives: 8923	False negatives:  113	True negatives: 2077

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'other', 'director_fees']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'other', 'director_fees']
	Accuracy: 0.42158	Precision: 0.21620	Recall: 0.94100	F1: 0.35161	F2: 0.56330
	Total predictions: 12000	True positives: 1882	False positives: 6823	False negatives:  118	True negatives: 3177

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'other', 'resto_dirfees']
	Accuracy: 0.36180	Precision: 0.23274	Recall: 0.95400	F1: 0.37419	F2: 0.58896
	Total predictions: 10000	True positives: 1908	False positives: 6290	False negatives:   92	True negatives: 1710

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'other', 'bonus']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'other', 'bonus']
	Accuracy: 0.34655	Precision: 0.21101	Recall: 0.94700	F1: 0.34512	F2: 0.55785
	Total predictions: 11000	True positives: 1894	False positives: 7082	False negatives:  106	True negatives: 1918

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'other', 'total_stock_value']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'other', 'total_stock_value']
	Accuracy: 0.26657	Precision: 0.15750	Recall: 0.95050	F1: 0.27022	F2: 0.47359
	Total predictions: 14000	True positives: 1901	False positives: 10169	False negatives:   99	True negatives: 1831

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person']
	Accuracy: 0.30667	Precision: 0.18626	Recall: 0.93800	F1: 0.31080	F2: 0.51903
	Total predictions: 12000	True positives: 1876	False positives: 8196	False negatives:  124	True negatives: 1804

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'other', 'from_this_person_to_poi']
	Accuracy: 0.32282	Precision: 0.19603	Recall: 0.87850	F1: 0.32053	F2: 0.51789
	Total predictions: 11000	True positives: 1757	False positives: 7206	False negatives:  243	True negatives: 1794

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'other', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'other', 'restricted_stock']
	Accuracy: 0.29925	Precision: 0.18432	Recall: 0.93550	F1: 0.30796	F2: 0.51540
	Total predictions: 12000	True positives: 1871	False positives: 8280	False negatives:  129	True negatives: 1720

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'other', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'other', 'salary']
	Accuracy: 0.33618	Precision: 0.20694	Recall: 0.93600	F1: 0.33895	F2: 0.54910
	Total predictions: 11000	True positives: 1872	False positives: 7174	False negatives:  128	True negatives: 1826

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'other', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'other', 'total_payments']
	Accuracy: 0.28069	Precision: 0.16968	Recall: 0.94400	F1: 0.28765	F2: 0.49354
	Total predictions: 13000	True positives: 1888	False positives: 9239	False negatives:  112	True negatives: 1761

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'other', 'exercised_stock_options']
	Accuracy: 0.27731	Precision: 0.16931	Recall: 0.94650	F1: 0.28723	F2: 0.49346
	Total predictions: 13000	True positives: 1893	False positives: 9288	False negatives:  107	True negatives: 1712

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees']
	Accuracy: 0.45556	Precision: 0.16949	Recall: 1.00000	F1: 0.28986	F2: 0.50505
	Total predictions: 9000	True positives: 1000	False positives: 4900	False negatives:    0	True negatives: 3100

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees', 'bonus']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees', 'bonus']
	Accuracy: 0.44491	Precision: 0.24673	Recall: 1.00000	F1: 0.39580	F2: 0.62089
	Total predictions: 11000	True positives: 2000	False positives: 6106	False negatives:    0	True negatives: 2894

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees', 'total_stock_value']
	Accuracy: 0.35214	Precision: 0.18067	Recall: 1.00000	F1: 0.30604	F2: 0.52438
	Total predictions: 14000	True positives: 2000	False positives: 9070	False negatives:    0	True negatives: 2930

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.40692	Precision: 0.21937	Recall: 1.00000	F1: 0.35981	F2: 0.58421
	Total predictions: 12000	True positives: 2000	False positives: 7117	False negatives:    0	True negatives: 2883

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.40567	Precision: 0.21058	Recall: 0.93350	F1: 0.34364	F2: 0.55348
	Total predictions: 12000	True positives: 1867	False positives: 6999	False negatives:  133	True negatives: 3001

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees', 'restricted_stock']
	Accuracy: 0.37400	Precision: 0.19674	Recall: 0.99550	F1: 0.32855	F2: 0.54939
	Total predictions: 13000	True positives: 1991	False positives: 8129	False negatives:    9	True negatives: 2871

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees', 'salary']
	Accuracy: 0.40958	Precision: 0.21965	Recall: 0.99600	F1: 0.35992	F2: 0.58351
	Total predictions: 12000	True positives: 1992	False positives: 7077	False negatives:    8	True negatives: 2923

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees', 'total_payments']
	Accuracy: 0.36338	Precision: 0.18863	Recall: 0.95050	F1: 0.31479	F2: 0.52578
	Total predictions: 13000	True positives: 1901	False positives: 8177	False negatives:   99	True negatives: 2823

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.37577	Precision: 0.19773	Recall: 1.00000	F1: 0.33017	F2: 0.55203
	Total predictions: 13000	True positives: 2000	False positives: 8115	False negatives:    0	True negatives: 2885

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees', 'bonus']
	Accuracy: 0.36320	Precision: 0.23901	Recall: 1.00000	F1: 0.38580	F2: 0.61095
	Total predictions: 10000	True positives: 2000	False positives: 6368	False negatives:    0	True negatives: 1632

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.27985	Precision: 0.17603	Recall: 1.00000	F1: 0.29936	F2: 0.51648
	Total predictions: 13000	True positives: 2000	False positives: 9362	False negatives:    0	True negatives: 1638

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.33791	Precision: 0.21545	Recall: 1.00000	F1: 0.35452	F2: 0.57860
	Total predictions: 11000	True positives: 2000	False positives: 7283	False negatives:    0	True negatives: 1717

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.35470	Precision: 0.22718	Recall: 0.92700	F1: 0.36492	F2: 0.57360
	Total predictions: 10000	True positives: 1854	False positives: 6307	False negatives:  146	True negatives: 1693

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.30750	Precision: 0.19375	Recall: 0.99800	F1: 0.32450	F2: 0.54530
	Total predictions: 12000	True positives: 1996	False positives: 8306	False negatives:    4	True negatives: 1694

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees', 'salary']
	Accuracy: 0.34736	Precision: 0.21721	Recall: 0.99450	F1: 0.35655	F2: 0.57965
	Total predictions: 11000	True positives: 1989	False positives: 7168	False negatives:   11	True negatives: 1832

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees', 'total_payments']
	Accuracy: 0.27723	Precision: 0.17035	Recall: 0.95550	F1: 0.28915	F2: 0.49719
	Total predictions: 13000	True positives: 1911	False positives: 9307	False negatives:   89	True negatives: 1693

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.30825	Precision: 0.19416	Recall: 1.00000	F1: 0.32518	F2: 0.54642
	Total predictions: 12000	True positives: 2000	False positives: 8301	False negatives:    0	True negatives: 1699

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'bonus', 'total_stock_value']
	Accuracy: 0.27157	Precision: 0.16396	Recall: 1.00000	F1: 0.28173	F2: 0.49510
	Total predictions: 14000	True positives: 2000	False positives: 10198	False negatives:    0	True negatives: 1802

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.31600	Precision: 0.19592	Recall: 1.00000	F1: 0.32765	F2: 0.54921
	Total predictions: 12000	True positives: 2000	False positives: 8208	False negatives:    0	True negatives: 1792

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.32127	Precision: 0.20339	Recall: 0.93700	F1: 0.33423	F2: 0.54432
	Total predictions: 11000	True positives: 1874	False positives: 7340	False negatives:  126	True negatives: 1660

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'bonus', 'restricted_stock']
	Accuracy: 0.30908	Precision: 0.19405	Recall: 0.99750	F1: 0.32489	F2: 0.54565
	Total predictions: 12000	True positives: 1995	False positives: 8286	False negatives:    5	True negatives: 1714

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'bonus', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'bonus', 'salary']
	Accuracy: 0.34727	Precision: 0.21713	Recall: 0.99400	F1: 0.35640	F2: 0.57939
	Total predictions: 11000	True positives: 1988	False positives: 7168	False negatives:   12	True negatives: 1832

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'bonus', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'bonus', 'total_payments']
	Accuracy: 0.27762	Precision: 0.17043	Recall: 0.95550	F1: 0.28926	F2: 0.49732
	Total predictions: 13000	True positives: 1911	False positives: 9302	False negatives:   89	True negatives: 1698

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'bonus', 'exercised_stock_options']
	Accuracy: 0.28477	Precision: 0.17702	Recall: 1.00000	F1: 0.30080	F2: 0.51819
	Total predictions: 13000	True positives: 2000	False positives: 9298	False negatives:    0	True negatives: 1702

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.26393	Precision: 0.16254	Recall: 1.00000	F1: 0.27962	F2: 0.49249
	Total predictions: 14000	True positives: 2000	False positives: 10305	False negatives:    0	True negatives: 1695

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.27114	Precision: 0.16388	Recall: 1.00000	F1: 0.28161	F2: 0.49495
	Total predictions: 14000	True positives: 2000	False positives: 10204	False negatives:    0	True negatives: 1796

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.27985	Precision: 0.17603	Recall: 1.00000	F1: 0.29936	F2: 0.51648
	Total predictions: 13000	True positives: 2000	False positives: 9362	False negatives:    0	True negatives: 1638

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value', 'salary']
	Accuracy: 0.27157	Precision: 0.16396	Recall: 1.00000	F1: 0.28173	F2: 0.49510
	Total predictions: 14000	True positives: 2000	False positives: 10198	False negatives:    0	True negatives: 1802

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value', 'total_payments']
	Accuracy: 0.27280	Precision: 0.14538	Recall: 0.91300	F1: 0.25082	F2: 0.44407
	Total predictions: 15000	True positives: 1826	False positives: 10734	False negatives:  174	True negatives: 2266

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.27985	Precision: 0.17603	Recall: 1.00000	F1: 0.29936	F2: 0.51648
	Total predictions: 13000	True positives: 2000	False positives: 9362	False negatives:    0	True negatives: 1638

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.33218	Precision: 0.20684	Recall: 0.94300	F1: 0.33927	F2: 0.55088
	Total predictions: 11000	True positives: 1886	False positives: 7232	False negatives:  114	True negatives: 1768

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.28931	Precision: 0.17680	Recall: 0.99000	F1: 0.30002	F2: 0.51565
	Total predictions: 13000	True positives: 1980	False positives: 9219	False negatives:   20	True negatives: 1781

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.31792	Precision: 0.19541	Recall: 0.99200	F1: 0.32650	F2: 0.54647
	Total predictions: 12000	True positives: 1984	False positives: 8169	False negatives:   16	True negatives: 1831

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.26336	Precision: 0.15708	Recall: 0.95200	F1: 0.26967	F2: 0.47314
	Total predictions: 14000	True positives: 1904	False positives: 10217	False negatives:   96	True negatives: 1783

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.28231	Precision: 0.17652	Recall: 1.00000	F1: 0.30008	F2: 0.51733
	Total predictions: 13000	True positives: 2000	False positives: 9330	False negatives:    0	True negatives: 1670

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.29642	Precision: 0.18358	Recall: 0.93450	F1: 0.30687	F2: 0.51400
	Total predictions: 12000	True positives: 1869	False positives: 8312	False negatives:  131	True negatives: 1688

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.30783	Precision: 0.18621	Recall: 0.93550	F1: 0.31059	F2: 0.51834
	Total predictions: 12000	True positives: 1871	False positives: 8177	False negatives:  129	True negatives: 1823

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.26036	Precision: 0.15552	Recall: 0.94300	F1: 0.26701	F2: 0.46852
	Total predictions: 14000	True positives: 1886	False positives: 10241	False negatives:  114	True negatives: 1759

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.28746	Precision: 0.17757	Recall: 1.00000	F1: 0.30159	F2: 0.51913
	Total predictions: 13000	True positives: 2000	False positives: 9263	False negatives:    0	True negatives: 1737

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'restricted_stock', 'salary']
	Accuracy: 0.30350	Precision: 0.19202	Recall: 0.99100	F1: 0.32170	F2: 0.54088
	Total predictions: 12000	True positives: 1982	False positives: 8340	False negatives:   18	True negatives: 1660

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'restricted_stock', 'total_payments']
	Accuracy: 0.25493	Precision: 0.15387	Recall: 0.93700	F1: 0.26433	F2: 0.46434
	Total predictions: 14000	True positives: 1874	False positives: 10305	False negatives:  126	True negatives: 1695

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.27985	Precision: 0.17603	Recall: 1.00000	F1: 0.29936	F2: 0.51648
	Total predictions: 13000	True positives: 2000	False positives: 9362	False negatives:    0	True negatives: 1638

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'salary', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'salary', 'total_payments']
	Accuracy: 0.27700	Precision: 0.17013	Recall: 0.95400	F1: 0.28876	F2: 0.49649
	Total predictions: 13000	True positives: 1908	False positives: 9307	False negatives:   92	True negatives: 1693

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'salary', 'exercised_stock_options']
	Accuracy: 0.28354	Precision: 0.17677	Recall: 1.00000	F1: 0.30044	F2: 0.51776
	Total predictions: 13000	True positives: 2000	False positives: 9314	False negatives:    0	True negatives: 1686

['poi', 'long_term_incentive', 'restricted_stock_deferred', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock_deferred', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.27929	Precision: 0.15475	Recall: 0.90650	F1: 0.26436	F2: 0.45978
	Total predictions: 14000	True positives: 1813	False positives: 9903	False negatives:  187	True negatives: 2097

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages', 'other']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages', 'other']
	Accuracy: 0.77267	Precision: 0.13008	Recall: 0.06400	F1: 0.08579	F2: 0.07124
	Total predictions: 12000	True positives:  128	False positives:  856	False negatives: 1872	True negatives: 9144

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages', 'director_fees']
	Accuracy: 0.31675	Precision: 0.18771	Recall: 0.93150	F1: 0.31245	F2: 0.51967
	Total predictions: 12000	True positives: 1863	False positives: 8062	False negatives:  137	True negatives: 1938

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees']
	Accuracy: 0.24327	Precision: 0.18531	Recall: 0.93100	F1: 0.30910	F2: 0.51585
	Total predictions: 11000	True positives: 1862	False positives: 8186	False negatives:  138	True negatives:  814

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages', 'bonus']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages', 'bonus']
	Accuracy: 0.77182	Precision: 0.30047	Recall: 0.19200	F1: 0.23429	F2: 0.20694
	Total predictions: 11000	True positives:  384	False positives:  894	False negatives: 1616	True negatives: 8106

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value']
	Accuracy: 0.82643	Precision: 0.34902	Recall: 0.24850	F1: 0.29030	F2: 0.26369
	Total predictions: 14000	True positives:  497	False positives:  927	False negatives: 1503	True negatives: 11073

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.75718	Precision: 0.26522	Recall: 0.18950	F1: 0.22106	F2: 0.20098
	Total predictions: 11000	True positives:  379	False positives: 1050	False negatives: 1621	True negatives: 7950

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages', 'from_this_person_to_poi']
	Accuracy: 0.70445	Precision: 0.17540	Recall: 0.16900	F1: 0.17214	F2: 0.17024
	Total predictions: 11000	True positives:  338	False positives: 1589	False negatives: 1662	True negatives: 7411

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages', 'restricted_stock']
	Accuracy: 0.79369	Precision: 0.23850	Recall: 0.15550	F1: 0.18826	F2: 0.16713
	Total predictions: 13000	True positives:  311	False positives:  993	False negatives: 1689	True negatives: 10007

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages', 'salary']
	Accuracy: 0.79425	Precision: 0.31165	Recall: 0.19400	F1: 0.23914	F2: 0.20984
	Total predictions: 12000	True positives:  388	False positives:  857	False negatives: 1612	True negatives: 9143

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages', 'total_payments']
	Accuracy: 0.81943	Precision: 0.16667	Recall: 0.06600	F1: 0.09456	F2: 0.07507
	Total predictions: 14000	True positives:  132	False positives:  660	False negatives: 1868	True negatives: 11340

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.81831	Precision: 0.36652	Recall: 0.24850	F1: 0.29619	F2: 0.26560
	Total predictions: 13000	True positives:  497	False positives:  859	False negatives: 1503	True negatives: 10141

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'other', 'director_fees']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'other', 'director_fees']
	Accuracy: 0.27338	Precision: 0.16729	Recall: 0.93600	F1: 0.28385	F2: 0.48775
	Total predictions: 13000	True positives: 1872	False positives: 9318	False negatives:  128	True negatives: 1682

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'other', 'resto_dirfees']
	Accuracy: 0.18892	Precision: 0.16228	Recall: 0.92900	F1: 0.27630	F2: 0.47766
	Total predictions: 12000	True positives: 1858	False positives: 9591	False negatives:  142	True negatives:  409

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'other', 'bonus']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'other', 'bonus']
	Accuracy: 0.78342	Precision: 0.20894	Recall: 0.10750	F1: 0.14196	F2: 0.11906
	Total predictions: 12000	True positives:  215	False positives:  814	False negatives: 1785	True negatives: 9186

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'other', 'total_stock_value']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'other', 'total_stock_value']
	Accuracy: 0.83221	Precision: 0.33553	Recall: 0.17800	F1: 0.23260	F2: 0.19645
	Total predictions: 14000	True positives:  356	False positives:  705	False negatives: 1644	True negatives: 11295

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person']
	Accuracy: 0.77325	Precision: 0.04076	Recall: 0.01600	F1: 0.02298	F2: 0.01821
	Total predictions: 12000	True positives:   32	False positives:  753	False negatives: 1968	True negatives: 9247

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi']
	Accuracy: 0.76867	Precision: 0.02798	Recall: 0.01150	F1: 0.01630	F2: 0.01304
	Total predictions: 12000	True positives:   23	False positives:  799	False negatives: 1977	True negatives: 9201

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'other', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'other', 'restricted_stock']
	Accuracy: 0.79262	Precision: 0.12500	Recall: 0.05800	F1: 0.07923	F2: 0.06496
	Total predictions: 13000	True positives:  116	False positives:  812	False negatives: 1884	True negatives: 10188

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'other', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'other', 'salary']
	Accuracy: 0.79275	Precision: 0.16039	Recall: 0.05750	F1: 0.08465	F2: 0.06596
	Total predictions: 12000	True positives:  115	False positives:  602	False negatives: 1885	True negatives: 9398

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'other', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'other', 'total_payments']
	Accuracy: 0.82121	Precision: 0.15406	Recall: 0.05600	F1: 0.08214	F2: 0.06417
	Total predictions: 14000	True positives:  112	False positives:  615	False negatives: 1888	True negatives: 11385

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'other', 'exercised_stock_options']
	Accuracy: 0.83521	Precision: 0.35140	Recall: 0.18150	F1: 0.23937	F2: 0.20093
	Total predictions: 14000	True positives:  363	False positives:  670	False negatives: 1637	True negatives: 11330

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees']
	Accuracy: 0.29850	Precision: 0.19198	Recall: 1.00000	F1: 0.32211	F2: 0.54295
	Total predictions: 12000	True positives: 2000	False positives: 8418	False negatives:    0	True negatives: 1582

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees', 'bonus']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees', 'bonus']
	Accuracy: 0.28077	Precision: 0.17621	Recall: 1.00000	F1: 0.29963	F2: 0.51680
	Total predictions: 13000	True positives: 2000	False positives: 9350	False negatives:    0	True negatives: 1650

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value']
	Accuracy: 0.24940	Precision: 0.14781	Recall: 0.97150	F1: 0.25659	F2: 0.45945
	Total predictions: 15000	True positives: 1943	False positives: 11202	False negatives:   57	True negatives: 1798

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.29717	Precision: 0.19073	Recall: 0.99200	F1: 0.31995	F2: 0.53907
	Total predictions: 12000	True positives: 1984	False positives: 8418	False negatives:   16	True negatives: 1582

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.29042	Precision: 0.18048	Recall: 0.92000	F1: 0.30176	F2: 0.50563
	Total predictions: 12000	True positives: 1840	False positives: 8355	False negatives:  160	True negatives: 1645

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees', 'restricted_stock']
	Accuracy: 0.25807	Precision: 0.15876	Recall: 0.97550	F1: 0.27308	F2: 0.48080
	Total predictions: 14000	True positives: 1951	False positives: 10338	False negatives:   49	True negatives: 1662

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees', 'salary']
	Accuracy: 0.27654	Precision: 0.17410	Recall: 0.98900	F1: 0.29609	F2: 0.51082
	Total predictions: 13000	True positives: 1978	False positives: 9383	False negatives:   22	True negatives: 1617

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees', 'total_payments']
	Accuracy: 0.66750	Precision: 0.22869	Recall: 0.55950	F1: 0.32468	F2: 0.43396
	Total predictions: 14000	True positives: 1119	False positives: 3774	False negatives:  881	True negatives: 8226

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.25407	Precision: 0.15743	Recall: 0.97000	F1: 0.27089	F2: 0.47729
	Total predictions: 14000	True positives: 1940	False positives: 10383	False negatives:   60	True negatives: 1617

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus']
	Accuracy: 0.19900	Precision: 0.17224	Recall: 1.00000	F1: 0.29386	F2: 0.50989
	Total predictions: 12000	True positives: 2000	False positives: 9612	False negatives:    0	True negatives:  388

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.21371	Precision: 0.15015	Recall: 0.96650	F1: 0.25992	F2: 0.46302
	Total predictions: 14000	True positives: 1933	False positives: 10941	False negatives:   67	True negatives: 1059

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.21800	Precision: 0.18823	Recall: 0.99650	F1: 0.31665	F2: 0.53610
	Total predictions: 11000	True positives: 1993	False positives: 8595	False negatives:    7	True negatives:  405

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.20891	Precision: 0.17896	Recall: 0.93400	F1: 0.30037	F2: 0.50656
	Total predictions: 11000	True positives: 1868	False positives: 8570	False negatives:  132	True negatives:  430

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.18438	Precision: 0.15733	Recall: 0.98750	F1: 0.27142	F2: 0.48047
	Total predictions: 13000	True positives: 1975	False positives: 10578	False negatives:   25	True negatives:  422

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees', 'salary']
	Accuracy: 0.20033	Precision: 0.17168	Recall: 0.99300	F1: 0.29275	F2: 0.50746
	Total predictions: 12000	True positives: 1986	False positives: 9582	False negatives:   14	True negatives:  418

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees', 'total_payments']
	Accuracy: 0.22471	Precision: 0.14212	Recall: 0.87900	F1: 0.24468	F2: 0.43152
	Total predictions: 14000	True positives: 1758	False positives: 10612	False negatives:  242	True negatives: 1388

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.21885	Precision: 0.16125	Recall: 0.97050	F1: 0.27655	F2: 0.48435
	Total predictions: 13000	True positives: 1941	False positives: 10096	False negatives:   59	True negatives:  904

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus', 'total_stock_value']
	Accuracy: 0.82864	Precision: 0.37333	Recall: 0.29400	F1: 0.32895	F2: 0.30705
	Total predictions: 14000	True positives:  588	False positives:  987	False negatives: 1412	True negatives: 11013

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.79509	Precision: 0.38918	Recall: 0.22300	F1: 0.28353	F2: 0.24382
	Total predictions: 11000	True positives:  446	False positives:  700	False negatives: 1554	True negatives: 8300

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.77382	Precision: 0.27899	Recall: 0.15400	F1: 0.19845	F2: 0.16916
	Total predictions: 11000	True positives:  308	False positives:  796	False negatives: 1692	True negatives: 8204

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus', 'restricted_stock']
	Accuracy: 0.79792	Precision: 0.29550	Recall: 0.22650	F1: 0.25644	F2: 0.23760
	Total predictions: 13000	True positives:  453	False positives: 1080	False negatives: 1547	True negatives: 9920

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus', 'salary']
	Accuracy: 0.80692	Precision: 0.36060	Recall: 0.20500	F1: 0.26140	F2: 0.22436
	Total predictions: 12000	True positives:  410	False positives:  727	False negatives: 1590	True negatives: 9273

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus', 'total_payments']
	Accuracy: 0.82043	Precision: 0.25800	Recall: 0.13700	F1: 0.17897	F2: 0.15118
	Total predictions: 14000	True positives:  274	False positives:  788	False negatives: 1726	True negatives: 11212

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus', 'exercised_stock_options']
	Accuracy: 0.82538	Precision: 0.40952	Recall: 0.30550	F1: 0.34994	F2: 0.32185
	Total predictions: 13000	True positives:  611	False positives:  881	False negatives: 1389	True negatives: 10119

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.82579	Precision: 0.33990	Recall: 0.23300	F1: 0.27648	F2: 0.24864
	Total predictions: 14000	True positives:  466	False positives:  905	False negatives: 1534	True negatives: 11095

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.82600	Precision: 0.34041	Recall: 0.23250	F1: 0.27629	F2: 0.24824
	Total predictions: 14000	True positives:  465	False positives:  901	False negatives: 1535	True negatives: 11099

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.82921	Precision: 0.35844	Recall: 0.24750	F1: 0.29281	F2: 0.26383
	Total predictions: 14000	True positives:  495	False positives:  886	False negatives: 1505	True negatives: 11114

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value', 'salary']
	Accuracy: 0.82593	Precision: 0.33969	Recall: 0.23150	F1: 0.27535	F2: 0.24725
	Total predictions: 14000	True positives:  463	False positives:  900	False negatives: 1537	True negatives: 11100

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value', 'total_payments']
	Accuracy: 0.83933	Precision: 0.31397	Recall: 0.17300	F1: 0.22308	F2: 0.19007
	Total predictions: 15000	True positives:  346	False positives:  756	False negatives: 1654	True negatives: 12244

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.83443	Precision: 0.38659	Recall: 0.27100	F1: 0.31864	F2: 0.28824
	Total predictions: 14000	True positives:  542	False positives:  860	False negatives: 1458	True negatives: 11140

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.75509	Precision: 0.12848	Recall: 0.06000	F1: 0.08180	F2: 0.06716
	Total predictions: 11000	True positives:  120	False positives:  814	False negatives: 1880	True negatives: 8186

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.79477	Precision: 0.22533	Recall: 0.13700	F1: 0.17040	F2: 0.14865
	Total predictions: 13000	True positives:  274	False positives:  942	False negatives: 1726	True negatives: 10058

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.79342	Precision: 0.26122	Recall: 0.13100	F1: 0.17449	F2: 0.14551
	Total predictions: 12000	True positives:  262	False positives:  741	False negatives: 1738	True negatives: 9259

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.82571	Precision: 0.17647	Recall: 0.06000	F1: 0.08955	F2: 0.06912
	Total predictions: 14000	True positives:  120	False positives:  560	False negatives: 1880	True negatives: 11440

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.82492	Precision: 0.38144	Recall: 0.22200	F1: 0.28066	F2: 0.24225
	Total predictions: 13000	True positives:  444	False positives:  720	False negatives: 1556	True negatives: 10280

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.78823	Precision: 0.20143	Recall: 0.12700	F1: 0.15578	F2: 0.13713
	Total predictions: 13000	True positives:  254	False positives: 1007	False negatives: 1746	True negatives: 9993

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.78417	Precision: 0.22936	Recall: 0.12500	F1: 0.16181	F2: 0.13751
	Total predictions: 12000	True positives:  250	False positives:  840	False negatives: 1750	True negatives: 9160

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.82693	Precision: 0.17906	Recall: 0.05900	F1: 0.08876	F2: 0.06814
	Total predictions: 14000	True positives:  118	False positives:  541	False negatives: 1882	True negatives: 11459

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.82623	Precision: 0.38670	Recall: 0.22100	F1: 0.28126	F2: 0.24171
	Total predictions: 13000	True positives:  442	False positives:  701	False negatives: 1558	True negatives: 10299

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'restricted_stock', 'salary']
	Accuracy: 0.79946	Precision: 0.24126	Recall: 0.14150	F1: 0.17838	F2: 0.15426
	Total predictions: 13000	True positives:  283	False positives:  890	False negatives: 1717	True negatives: 10110

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'restricted_stock', 'total_payments']
	Accuracy: 0.81729	Precision: 0.17254	Recall: 0.07350	F1: 0.10309	F2: 0.08303
	Total predictions: 14000	True positives:  147	False positives:  705	False negatives: 1853	True negatives: 11295

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.82543	Precision: 0.34732	Recall: 0.25250	F1: 0.29241	F2: 0.26708
	Total predictions: 14000	True positives:  505	False positives:  949	False negatives: 1495	True negatives: 11051

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'salary', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'salary', 'total_payments']
	Accuracy: 0.82371	Precision: 0.17680	Recall: 0.06400	F1: 0.09398	F2: 0.07336
	Total predictions: 14000	True positives:  128	False positives:  596	False negatives: 1872	True negatives: 11404

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'salary', 'exercised_stock_options']
	Accuracy: 0.82885	Precision: 0.40053	Recall: 0.22650	F1: 0.28936	F2: 0.24806
	Total predictions: 13000	True positives:  453	False positives:  678	False negatives: 1547	True negatives: 10322

['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84873	Precision: 0.36205	Recall: 0.17650	F1: 0.23731	F2: 0.19666
	Total predictions: 15000	True positives:  353	False positives:  622	False negatives: 1647	True negatives: 12378

['poi', 'long_term_incentive', 'from_messages', 'other', 'director_fees']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'other', 'director_fees']
	Accuracy: 0.30854	Precision: 0.16767	Recall: 0.88150	F1: 0.28174	F2: 0.47610
	Total predictions: 13000	True positives: 1763	False positives: 8752	False negatives:  237	True negatives: 2248

['poi', 'long_term_incentive', 'from_messages', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'other', 'resto_dirfees']
	Accuracy: 0.21533	Precision: 0.16156	Recall: 0.88500	F1: 0.27323	F2: 0.46687
	Total predictions: 12000	True positives: 1770	False positives: 9186	False negatives:  230	True negatives:  814

['poi', 'long_term_incentive', 'from_messages', 'other', 'bonus']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'other', 'bonus']
	Accuracy: 0.80367	Precision: 0.31420	Recall: 0.15050	F1: 0.20352	F2: 0.16801
	Total predictions: 12000	True positives:  301	False positives:  657	False negatives: 1699	True negatives: 9343

['poi', 'long_term_incentive', 'from_messages', 'other', 'total_stock_value']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'other', 'total_stock_value']
	Accuracy: 0.84086	Precision: 0.38531	Recall: 0.19150	F1: 0.25585	F2: 0.21292
	Total predictions: 14000	True positives:  383	False positives:  611	False negatives: 1617	True negatives: 11389

['poi', 'long_term_incentive', 'from_messages', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'other', 'from_poi_to_this_person']
	Accuracy: 0.77700	Precision: 0.12939	Recall: 0.05900	F1: 0.08104	F2: 0.06620
	Total predictions: 12000	True positives:  118	False positives:  794	False negatives: 1882	True negatives: 9206

['poi', 'long_term_incentive', 'from_messages', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'other', 'from_this_person_to_poi']
	Accuracy: 0.75883	Precision: 0.09437	Recall: 0.05200	F1: 0.06705	F2: 0.05713
	Total predictions: 12000	True positives:  104	False positives:  998	False negatives: 1896	True negatives: 9002

['poi', 'long_term_incentive', 'from_messages', 'other', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'other', 'restricted_stock']
	Accuracy: 0.80031	Precision: 0.18565	Recall: 0.08800	F1: 0.11940	F2: 0.09835
	Total predictions: 13000	True positives:  176	False positives:  772	False negatives: 1824	True negatives: 10228

['poi', 'long_term_incentive', 'from_messages', 'other', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'other', 'salary']
	Accuracy: 0.79533	Precision: 0.20769	Recall: 0.08100	F1: 0.11655	F2: 0.09226
	Total predictions: 12000	True positives:  162	False positives:  618	False negatives: 1838	True negatives: 9382

['poi', 'long_term_incentive', 'from_messages', 'other', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'other', 'total_payments']
	Accuracy: 0.81536	Precision: 0.15629	Recall: 0.06650	F1: 0.09330	F2: 0.07513
	Total predictions: 14000	True positives:  133	False positives:  718	False negatives: 1867	True negatives: 11282

['poi', 'long_term_incentive', 'from_messages', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'other', 'exercised_stock_options']
	Accuracy: 0.83500	Precision: 0.35960	Recall: 0.19850	F1: 0.25580	F2: 0.21804
	Total predictions: 14000	True positives:  397	False positives:  707	False negatives: 1603	True negatives: 11293

['poi', 'long_term_incentive', 'from_messages', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'director_fees', 'resto_dirfees']
	Accuracy: 0.31117	Precision: 0.18670	Recall: 0.93350	F1: 0.31117	F2: 0.51861
	Total predictions: 12000	True positives: 1867	False positives: 8133	False negatives:  133	True negatives: 1867

['poi', 'long_term_incentive', 'from_messages', 'director_fees', 'bonus']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'director_fees', 'bonus']
	Accuracy: 0.30046	Precision: 0.17139	Recall: 0.92500	F1: 0.28920	F2: 0.49218
	Total predictions: 13000	True positives: 1850	False positives: 8944	False negatives:  150	True negatives: 2056

['poi', 'long_term_incentive', 'from_messages', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'director_fees', 'total_stock_value']
	Accuracy: 0.28547	Precision: 0.15044	Recall: 0.93800	F1: 0.25930	F2: 0.45823
	Total predictions: 15000	True positives: 1876	False positives: 10594	False negatives:  124	True negatives: 2406

['poi', 'long_term_incentive', 'from_messages', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.31708	Precision: 0.18804	Recall: 0.93350	F1: 0.31302	F2: 0.52066
	Total predictions: 12000	True positives: 1867	False positives: 8062	False negatives:  133	True negatives: 1938

['poi', 'long_term_incentive', 'from_messages', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.31117	Precision: 0.18670	Recall: 0.93350	F1: 0.31117	F2: 0.51861
	Total predictions: 12000	True positives: 1867	False positives: 8133	False negatives:  133	True negatives: 1867

['poi', 'long_term_incentive', 'from_messages', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'director_fees', 'restricted_stock']
	Accuracy: 0.29064	Precision: 0.15912	Recall: 0.92550	F1: 0.27155	F2: 0.47140
	Total predictions: 14000	True positives: 1851	False positives: 9782	False negatives:  149	True negatives: 2218

['poi', 'long_term_incentive', 'from_messages', 'director_fees', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'director_fees', 'salary']
	Accuracy: 0.29677	Precision: 0.17136	Recall: 0.93100	F1: 0.28945	F2: 0.49348
	Total predictions: 13000	True positives: 1862	False positives: 9004	False negatives:  138	True negatives: 1996

['poi', 'long_term_incentive', 'from_messages', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'director_fees', 'total_payments']
	Accuracy: 0.31050	Precision: 0.15820	Recall: 0.88550	F1: 0.26844	F2: 0.46132
	Total predictions: 14000	True positives: 1771	False positives: 9424	False negatives:  229	True negatives: 2576

['poi', 'long_term_incentive', 'from_messages', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.29714	Precision: 0.16265	Recall: 0.94500	F1: 0.27753	F2: 0.48165
	Total predictions: 14000	True positives: 1890	False positives: 9730	False negatives:  110	True negatives: 2270

['poi', 'long_term_incentive', 'from_messages', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'resto_dirfees', 'bonus']
	Accuracy: 0.22417	Precision: 0.17013	Recall: 0.94250	F1: 0.28823	F2: 0.49397
	Total predictions: 12000	True positives: 1885	False positives: 9195	False negatives:  115	True negatives:  805

['poi', 'long_term_incentive', 'from_messages', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.19871	Precision: 0.14442	Recall: 0.93600	F1: 0.25023	F2: 0.44652
	Total predictions: 14000	True positives: 1872	False positives: 11090	False negatives:  128	True negatives:  910

['poi', 'long_term_incentive', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.24382	Precision: 0.18573	Recall: 0.93350	F1: 0.30982	F2: 0.51712
	Total predictions: 11000	True positives: 1867	False positives: 8185	False negatives:  133	True negatives:  815

['poi', 'long_term_incentive', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.23627	Precision: 0.18421	Recall: 0.93350	F1: 0.30770	F2: 0.51475
	Total predictions: 11000	True positives: 1867	False positives: 8268	False negatives:  133	True negatives:  732

['poi', 'long_term_incentive', 'from_messages', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.21000	Precision: 0.15519	Recall: 0.93050	F1: 0.26601	F2: 0.46544
	Total predictions: 13000	True positives: 1861	False positives: 10131	False negatives:  139	True negatives:  869

['poi', 'long_term_incentive', 'from_messages', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'resto_dirfees', 'salary']
	Accuracy: 0.22333	Precision: 0.16938	Recall: 0.93750	F1: 0.28692	F2: 0.49161
	Total predictions: 12000	True positives: 1875	False positives: 9195	False negatives:  125	True negatives:  805

['poi', 'long_term_incentive', 'from_messages', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'resto_dirfees', 'total_payments']
	Accuracy: 0.24107	Precision: 0.14030	Recall: 0.84100	F1: 0.24047	F2: 0.42073
	Total predictions: 14000	True positives: 1682	False positives: 10307	False negatives:  318	True negatives: 1693

['poi', 'long_term_incentive', 'from_messages', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.20869	Precision: 0.15645	Recall: 0.94350	F1: 0.26840	F2: 0.47032
	Total predictions: 13000	True positives: 1887	False positives: 10174	False negatives:  113	True negatives:  826

['poi', 'long_term_incentive', 'from_messages', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'bonus', 'total_stock_value']
	Accuracy: 0.84029	Precision: 0.41655	Recall: 0.29450	F1: 0.34505	F2: 0.31283
	Total predictions: 14000	True positives:  589	False positives:  825	False negatives: 1411	True negatives: 11175

['poi', 'long_term_incentive', 'from_messages', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.79109	Precision: 0.37043	Recall: 0.21300	F1: 0.27048	F2: 0.23279
	Total predictions: 11000	True positives:  426	False positives:  724	False negatives: 1574	True negatives: 8276

['poi', 'long_term_incentive', 'from_messages', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.79991	Precision: 0.40703	Recall: 0.22000	F1: 0.28562	F2: 0.24226
	Total predictions: 11000	True positives:  440	False positives:  641	False negatives: 1560	True negatives: 8359

['poi', 'long_term_incentive', 'from_messages', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'bonus', 'restricted_stock']
	Accuracy: 0.80738	Precision: 0.32178	Recall: 0.22750	F1: 0.26655	F2: 0.24166
	Total predictions: 13000	True positives:  455	False positives:  959	False negatives: 1545	True negatives: 10041

['poi', 'long_term_incentive', 'from_messages', 'bonus', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'bonus', 'salary']
	Accuracy: 0.82033	Precision: 0.43849	Recall: 0.27800	F1: 0.34027	F2: 0.29996
	Total predictions: 12000	True positives:  556	False positives:  712	False negatives: 1444	True negatives: 9288

['poi', 'long_term_incentive', 'from_messages', 'bonus', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'bonus', 'total_payments']
	Accuracy: 0.83221	Precision: 0.29446	Recall: 0.12500	F1: 0.17550	F2: 0.14126
	Total predictions: 14000	True positives:  250	False positives:  599	False negatives: 1750	True negatives: 11401

['poi', 'long_term_incentive', 'from_messages', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'bonus', 'exercised_stock_options']
	Accuracy: 0.83331	Precision: 0.44221	Recall: 0.31950	F1: 0.37097	F2: 0.33827
	Total predictions: 13000	True positives:  639	False positives:  806	False negatives: 1361	True negatives: 10194

['poi', 'long_term_incentive', 'from_messages', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.84764	Precision: 0.44580	Recall: 0.27350	F1: 0.33901	F2: 0.29641
	Total predictions: 14000	True positives:  547	False positives:  680	False negatives: 1453	True negatives: 11320

['poi', 'long_term_incentive', 'from_messages', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.84721	Precision: 0.44327	Recall: 0.27150	F1: 0.33674	F2: 0.29431
	Total predictions: 14000	True positives:  543	False positives:  682	False negatives: 1457	True negatives: 11318

['poi', 'long_term_incentive', 'from_messages', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.85371	Precision: 0.48020	Recall: 0.29100	F1: 0.36239	F2: 0.31589
	Total predictions: 14000	True positives:  582	False positives:  630	False negatives: 1418	True negatives: 11370

['poi', 'long_term_incentive', 'from_messages', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'total_stock_value', 'salary']
	Accuracy: 0.83993	Precision: 0.40259	Recall: 0.24900	F1: 0.30769	F2: 0.26957
	Total predictions: 14000	True positives:  498	False positives:  739	False negatives: 1502	True negatives: 11261

['poi', 'long_term_incentive', 'from_messages', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'total_stock_value', 'total_payments']
	Accuracy: 0.83913	Precision: 0.31902	Recall: 0.18200	F1: 0.23177	F2: 0.19910
	Total predictions: 15000	True positives:  364	False positives:  777	False negatives: 1636	True negatives: 12223

['poi', 'long_term_incentive', 'from_messages', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.83764	Precision: 0.40159	Recall: 0.27850	F1: 0.32890	F2: 0.29669
	Total predictions: 14000	True positives:  557	False positives:  830	False negatives: 1443	True negatives: 11170

['poi', 'long_term_incentive', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.71882	Precision: 0.18538	Recall: 0.16100	F1: 0.17233	F2: 0.16535
	Total predictions: 11000	True positives:  322	False positives: 1415	False negatives: 1678	True negatives: 7585

['poi', 'long_term_incentive', 'from_messages', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.80546	Precision: 0.27642	Recall: 0.16350	F1: 0.20547	F2: 0.17805
	Total predictions: 13000	True positives:  327	False positives:  856	False negatives: 1673	True negatives: 10144

['poi', 'long_term_incentive', 'from_messages', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.80583	Precision: 0.37462	Recall: 0.24650	F1: 0.29735	F2: 0.26460
	Total predictions: 12000	True positives:  493	False positives:  823	False negatives: 1507	True negatives: 9177

['poi', 'long_term_incentive', 'from_messages', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.82500	Precision: 0.18750	Recall: 0.06750	F1: 0.09926	F2: 0.07741
	Total predictions: 14000	True positives:  135	False positives:  585	False negatives: 1865	True negatives: 11415

['poi', 'long_term_incentive', 'from_messages', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.83131	Precision: 0.42695	Recall: 0.28200	F1: 0.33966	F2: 0.30254
	Total predictions: 13000	True positives:  564	False positives:  757	False negatives: 1436	True negatives: 10243

['poi', 'long_term_incentive', 'from_messages', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.80177	Precision: 0.25736	Recall: 0.15300	F1: 0.19191	F2: 0.16650
	Total predictions: 13000	True positives:  306	False positives:  883	False negatives: 1694	True negatives: 10117

['poi', 'long_term_incentive', 'from_messages', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.75250	Precision: 0.22158	Recall: 0.19300	F1: 0.20631	F2: 0.19811
	Total predictions: 12000	True positives:  386	False positives: 1356	False negatives: 1614	True negatives: 8644

['poi', 'long_term_incentive', 'from_messages', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.82421	Precision: 0.18294	Recall: 0.06650	F1: 0.09754	F2: 0.07620
	Total predictions: 14000	True positives:  133	False positives:  594	False negatives: 1867	True negatives: 11406

['poi', 'long_term_incentive', 'from_messages', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.83354	Precision: 0.43523	Recall: 0.27550	F1: 0.33742	F2: 0.29732
	Total predictions: 13000	True positives:  551	False positives:  715	False negatives: 1449	True negatives: 10285

['poi', 'long_term_incentive', 'from_messages', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'restricted_stock', 'salary']
	Accuracy: 0.81877	Precision: 0.36795	Recall: 0.24800	F1: 0.29630	F2: 0.26530
	Total predictions: 13000	True positives:  496	False positives:  852	False negatives: 1504	True negatives: 10148

['poi', 'long_term_incentive', 'from_messages', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'restricted_stock', 'total_payments']
	Accuracy: 0.81800	Precision: 0.19144	Recall: 0.08500	F1: 0.11773	F2: 0.09563
	Total predictions: 14000	True positives:  170	False positives:  718	False negatives: 1830	True negatives: 11282

['poi', 'long_term_incentive', 'from_messages', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.83943	Precision: 0.41329	Recall: 0.29550	F1: 0.34461	F2: 0.31336
	Total predictions: 14000	True positives:  591	False positives:  839	False negatives: 1409	True negatives: 11161

['poi', 'long_term_incentive', 'from_messages', 'salary', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'salary', 'total_payments']
	Accuracy: 0.82907	Precision: 0.21888	Recall: 0.07650	F1: 0.11338	F2: 0.08794
	Total predictions: 14000	True positives:  153	False positives:  546	False negatives: 1847	True negatives: 11454

['poi', 'long_term_incentive', 'from_messages', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'salary', 'exercised_stock_options']
	Accuracy: 0.82815	Precision: 0.40426	Recall: 0.24700	F1: 0.30664	F2: 0.26784
	Total predictions: 13000	True positives:  494	False positives:  728	False negatives: 1506	True negatives: 10272

['poi', 'long_term_incentive', 'from_messages', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'from_messages', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84487	Precision: 0.34734	Recall: 0.18600	F1: 0.24227	F2: 0.20505
	Total predictions: 15000	True positives:  372	False positives:  699	False negatives: 1628	True negatives: 12301

['poi', 'long_term_incentive', 'other', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'director_fees', 'resto_dirfees']
	Accuracy: 0.32300	Precision: 0.20355	Recall: 0.93500	F1: 0.33432	F2: 0.54402
	Total predictions: 11000	True positives: 1870	False positives: 7317	False negatives:  130	True negatives: 1683

['poi', 'long_term_incentive', 'other', 'director_fees', 'bonus']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'director_fees', 'bonus']
	Accuracy: 0.32682	Precision: 0.20545	Recall: 0.94250	F1: 0.33736	F2: 0.54876
	Total predictions: 11000	True positives: 1885	False positives: 7290	False negatives:  115	True negatives: 1710

['poi', 'long_term_incentive', 'other', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'director_fees', 'total_stock_value']
	Accuracy: 0.51447	Precision: 0.16601	Recall: 0.65650	F1: 0.26501	F2: 0.41266
	Total predictions: 15000	True positives: 1313	False positives: 6596	False negatives:  687	True negatives: 6404

['poi', 'long_term_incentive', 'other', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.27631	Precision: 0.16804	Recall: 0.93750	F1: 0.28500	F2: 0.48935
	Total predictions: 13000	True positives: 1875	False positives: 9283	False negatives:  125	True negatives: 1717

['poi', 'long_term_incentive', 'other', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.28808	Precision: 0.17529	Recall: 0.88300	F1: 0.29251	F2: 0.48852
	Total predictions: 12000	True positives: 1766	False positives: 8309	False negatives:  234	True negatives: 1691

['poi', 'long_term_incentive', 'other', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'director_fees', 'restricted_stock']
	Accuracy: 0.26762	Precision: 0.16718	Recall: 0.94450	F1: 0.28408	F2: 0.48940
	Total predictions: 13000	True positives: 1889	False positives: 9410	False negatives:  111	True negatives: 1590

['poi', 'long_term_incentive', 'other', 'director_fees', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'director_fees', 'salary']
	Accuracy: 0.29992	Precision: 0.18403	Recall: 0.93200	F1: 0.30736	F2: 0.51409
	Total predictions: 12000	True positives: 1864	False positives: 8265	False negatives:  136	True negatives: 1735

['poi', 'long_term_incentive', 'other', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'director_fees', 'total_payments']
	Accuracy: 0.74438	Precision: 0.26814	Recall: 0.38250	F1: 0.31527	F2: 0.35244
	Total predictions: 13000	True positives:  765	False positives: 2088	False negatives: 1235	True negatives: 8912

['poi', 'long_term_incentive', 'other', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.32721	Precision: 0.15592	Recall: 0.84050	F1: 0.26305	F2: 0.44753
	Total predictions: 14000	True positives: 1681	False positives: 9100	False negatives:  319	True negatives: 2900

['poi', 'long_term_incentive', 'other', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'resto_dirfees', 'bonus']
	Accuracy: 0.22880	Precision: 0.19912	Recall: 0.94500	F1: 0.32892	F2: 0.54025
	Total predictions: 10000	True positives: 1890	False positives: 7602	False negatives:  110	True negatives:  398

['poi', 'long_term_incentive', 'other', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.21621	Precision: 0.14316	Recall: 0.90000	F1: 0.24703	F2: 0.43747
	Total predictions: 14000	True positives: 1800	False positives: 10773	False negatives:  200	True negatives: 1227

['poi', 'long_term_incentive', 'other', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.21109	Precision: 0.18042	Recall: 0.94250	F1: 0.30286	F2: 0.51090
	Total predictions: 11000	True positives: 1885	False positives: 8563	False negatives:  115	True negatives:  437

['poi', 'long_term_incentive', 'other', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.20218	Precision: 0.17190	Recall: 0.88750	F1: 0.28801	F2: 0.48428
	Total predictions: 11000	True positives: 1775	False positives: 8551	False negatives:  225	True negatives:  449

['poi', 'long_term_incentive', 'other', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.19208	Precision: 0.16347	Recall: 0.93450	F1: 0.27827	F2: 0.48088
	Total predictions: 12000	True positives: 1869	False positives: 9564	False negatives:  131	True negatives:  436

['poi', 'long_term_incentive', 'other', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'resto_dirfees', 'salary']
	Accuracy: 0.21245	Precision: 0.17945	Recall: 0.93250	F1: 0.30098	F2: 0.50699
	Total predictions: 11000	True positives: 1865	False positives: 8528	False negatives:  135	True negatives:  472

['poi', 'long_term_incentive', 'other', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'resto_dirfees', 'total_payments']
	Accuracy: 0.22523	Precision: 0.14855	Recall: 0.85300	F1: 0.25304	F2: 0.43780
	Total predictions: 13000	True positives: 1706	False positives: 9778	False negatives:  294	True negatives: 1222

['poi', 'long_term_incentive', 'other', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.23015	Precision: 0.15327	Recall: 0.88500	F1: 0.26129	F2: 0.45273
	Total predictions: 13000	True positives: 1770	False positives: 9778	False negatives:  230	True negatives: 1222

['poi', 'long_term_incentive', 'other', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'bonus', 'total_stock_value']
	Accuracy: 0.83386	Precision: 0.37063	Recall: 0.23350	F1: 0.28650	F2: 0.25216
	Total predictions: 14000	True positives:  467	False positives:  793	False negatives: 1533	True negatives: 11207

['poi', 'long_term_incentive', 'other', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.78764	Precision: 0.29208	Recall: 0.11800	F1: 0.16809	F2: 0.13397
	Total predictions: 11000	True positives:  236	False positives:  572	False negatives: 1764	True negatives: 8428

['poi', 'long_term_incentive', 'other', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.77645	Precision: 0.25402	Recall: 0.11850	F1: 0.16161	F2: 0.13265
	Total predictions: 11000	True positives:  237	False positives:  696	False negatives: 1763	True negatives: 8304

['poi', 'long_term_incentive', 'other', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'bonus', 'restricted_stock']
	Accuracy: 0.78625	Precision: 0.22439	Recall: 0.11500	F1: 0.15207	F2: 0.12742
	Total predictions: 12000	True positives:  230	False positives:  795	False negatives: 1770	True negatives: 9205

['poi', 'long_term_incentive', 'other', 'bonus', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'bonus', 'salary']
	Accuracy: 0.77770	Precision: 0.34492	Recall: 0.12400	F1: 0.18242	F2: 0.14222
	Total predictions: 10000	True positives:  248	False positives:  471	False negatives: 1752	True negatives: 7529

['poi', 'long_term_incentive', 'other', 'bonus', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'bonus', 'total_payments']
	Accuracy: 0.81577	Precision: 0.28177	Recall: 0.12750	F1: 0.17556	F2: 0.14318
	Total predictions: 13000	True positives:  255	False positives:  650	False negatives: 1745	True negatives: 10350

['poi', 'long_term_incentive', 'other', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'bonus', 'exercised_stock_options']
	Accuracy: 0.83354	Precision: 0.42279	Recall: 0.22450	F1: 0.29327	F2: 0.24774
	Total predictions: 13000	True positives:  449	False positives:  613	False negatives: 1551	True negatives: 10387

['poi', 'long_term_incentive', 'other', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.84157	Precision: 0.38574	Recall: 0.18400	F1: 0.24915	F2: 0.20549
	Total predictions: 14000	True positives:  368	False positives:  586	False negatives: 1632	True negatives: 11414

['poi', 'long_term_incentive', 'other', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.84407	Precision: 0.40151	Recall: 0.18650	F1: 0.25469	F2: 0.20887
	Total predictions: 14000	True positives:  373	False positives:  556	False negatives: 1627	True negatives: 11444

['poi', 'long_term_incentive', 'other', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.84443	Precision: 0.40409	Recall: 0.18750	F1: 0.25615	F2: 0.21001
	Total predictions: 14000	True positives:  375	False positives:  553	False negatives: 1625	True negatives: 11447

['poi', 'long_term_incentive', 'other', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'total_stock_value', 'salary']
	Accuracy: 0.84000	Precision: 0.37629	Recall: 0.18250	F1: 0.24579	F2: 0.20346
	Total predictions: 14000	True positives:  365	False positives:  605	False negatives: 1635	True negatives: 11395

['poi', 'long_term_incentive', 'other', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'total_stock_value', 'total_payments']
	Accuracy: 0.83840	Precision: 0.30762	Recall: 0.16950	F1: 0.21857	F2: 0.18622
	Total predictions: 15000	True positives:  339	False positives:  763	False negatives: 1661	True negatives: 12237

['poi', 'long_term_incentive', 'other', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.83538	Precision: 0.43371	Recall: 0.22900	F1: 0.29974	F2: 0.25287
	Total predictions: 13000	True positives:  458	False positives:  598	False negatives: 1542	True negatives: 10402

['poi', 'long_term_incentive', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.76300	Precision: 0.03379	Recall: 0.01100	F1: 0.01660	F2: 0.01272
	Total predictions: 11000	True positives:   22	False positives:  629	False negatives: 1978	True negatives: 8371

['poi', 'long_term_incentive', 'other', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.80746	Precision: 0.18043	Recall: 0.07100	F1: 0.10190	F2: 0.08080
	Total predictions: 13000	True positives:  142	False positives:  645	False negatives: 1858	True negatives: 10355

['poi', 'long_term_incentive', 'other', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.78609	Precision: 0.19304	Recall: 0.05550	F1: 0.08621	F2: 0.06472
	Total predictions: 11000	True positives:  111	False positives:  464	False negatives: 1889	True negatives: 8536

['poi', 'long_term_incentive', 'other', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.81708	Precision: 0.17414	Recall: 0.05050	F1: 0.07829	F2: 0.05886
	Total predictions: 13000	True positives:  101	False positives:  479	False negatives: 1899	True negatives: 10521

['poi', 'long_term_incentive', 'other', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.83785	Precision: 0.43905	Recall: 0.19450	F1: 0.26958	F2: 0.21888
	Total predictions: 13000	True positives:  389	False positives:  497	False negatives: 1611	True negatives: 10503

['poi', 'long_term_incentive', 'other', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.77675	Precision: 0.10477	Recall: 0.04500	F1: 0.06296	F2: 0.05080
	Total predictions: 12000	True positives:   90	False positives:  769	False negatives: 1910	True negatives: 9231

['poi', 'long_term_incentive', 'other', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.77973	Precision: 0.18943	Recall: 0.06450	F1: 0.09623	F2: 0.07430
	Total predictions: 11000	True positives:  129	False positives:  552	False negatives: 1871	True negatives: 8448

['poi', 'long_term_incentive', 'other', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.81600	Precision: 0.15248	Recall: 0.04300	F1: 0.06708	F2: 0.05021
	Total predictions: 13000	True positives:   86	False positives:  478	False negatives: 1914	True negatives: 10522

['poi', 'long_term_incentive', 'other', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.83769	Precision: 0.43529	Recall: 0.18500	F1: 0.25965	F2: 0.20904
	Total predictions: 13000	True positives:  370	False positives:  480	False negatives: 1630	True negatives: 10520

['poi', 'long_term_incentive', 'other', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'restricted_stock', 'salary']
	Accuracy: 0.79817	Precision: 0.19509	Recall: 0.06750	F1: 0.10030	F2: 0.07766
	Total predictions: 12000	True positives:  135	False positives:  557	False negatives: 1865	True negatives: 9443

['poi', 'long_term_incentive', 'other', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'restricted_stock', 'total_payments']
	Accuracy: 0.81850	Precision: 0.17212	Recall: 0.07100	F1: 0.10053	F2: 0.08045
	Total predictions: 14000	True positives:  142	False positives:  683	False negatives: 1858	True negatives: 11317

['poi', 'long_term_incentive', 'other', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84136	Precision: 0.38690	Recall: 0.18900	F1: 0.25395	F2: 0.21054
	Total predictions: 14000	True positives:  378	False positives:  599	False negatives: 1622	True negatives: 11401

['poi', 'long_term_incentive', 'other', 'salary', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'salary', 'total_payments']
	Accuracy: 0.81285	Precision: 0.18486	Recall: 0.06350	F1: 0.09453	F2: 0.07310
	Total predictions: 13000	True positives:  127	False positives:  560	False negatives: 1873	True negatives: 10440

['poi', 'long_term_incentive', 'other', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'salary', 'exercised_stock_options']
	Accuracy: 0.83046	Precision: 0.38140	Recall: 0.16400	F1: 0.22937	F2: 0.18510
	Total predictions: 13000	True positives:  328	False positives:  532	False negatives: 1672	True negatives: 10468

['poi', 'long_term_incentive', 'other', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'other', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.83750	Precision: 0.35722	Recall: 0.17200	F1: 0.23220	F2: 0.19190
	Total predictions: 14000	True positives:  344	False positives:  619	False negatives: 1656	True negatives: 11381

['poi', 'long_term_incentive', 'director_fees', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'resto_dirfees', 'bonus']
	Accuracy: 0.32518	Precision: 0.21225	Recall: 1.00000	F1: 0.35017	F2: 0.57395
	Total predictions: 11000	True positives: 2000	False positives: 7423	False negatives:    0	True negatives: 1577

['poi', 'long_term_incentive', 'director_fees', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.25807	Precision: 0.16146	Recall: 1.00000	F1: 0.27803	F2: 0.49051
	Total predictions: 14000	True positives: 2000	False positives: 10387	False negatives:    0	True negatives: 1613

['poi', 'long_term_incentive', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.32309	Precision: 0.21173	Recall: 1.00000	F1: 0.34947	F2: 0.57320
	Total predictions: 11000	True positives: 2000	False positives: 7446	False negatives:    0	True negatives: 1554

['poi', 'long_term_incentive', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.31655	Precision: 0.20301	Recall: 0.94300	F1: 0.33410	F2: 0.54540
	Total predictions: 11000	True positives: 1886	False positives: 7404	False negatives:  114	True negatives: 1596

['poi', 'long_term_incentive', 'director_fees', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.27708	Precision: 0.17496	Recall: 0.99550	F1: 0.29761	F2: 0.51367
	Total predictions: 13000	True positives: 1991	False positives: 9389	False negatives:    9	True negatives: 1611

['poi', 'long_term_incentive', 'director_fees', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'resto_dirfees', 'salary']
	Accuracy: 0.30500	Precision: 0.19295	Recall: 0.99600	F1: 0.32327	F2: 0.54355
	Total predictions: 12000	True positives: 1992	False positives: 8332	False negatives:    8	True negatives: 1668

['poi', 'long_term_incentive', 'director_fees', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'resto_dirfees', 'total_payments']
	Accuracy: 0.27708	Precision: 0.16961	Recall: 0.94950	F1: 0.28781	F2: 0.49463
	Total predictions: 13000	True positives: 1899	False positives: 9297	False negatives:  101	True negatives: 1703

['poi', 'long_term_incentive', 'director_fees', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.27531	Precision: 0.17512	Recall: 1.00000	F1: 0.29804	F2: 0.51491
	Total predictions: 13000	True positives: 2000	False positives: 9421	False negatives:    0	True negatives: 1579

['poi', 'long_term_incentive', 'director_fees', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'bonus', 'total_stock_value']
	Accuracy: 0.39433	Precision: 0.16746	Recall: 0.89200	F1: 0.28199	F2: 0.47821
	Total predictions: 15000	True positives: 1784	False positives: 8869	False negatives:  216	True negatives: 4131

['poi', 'long_term_incentive', 'director_fees', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.29842	Precision: 0.19196	Recall: 1.00000	F1: 0.32209	F2: 0.54292
	Total predictions: 12000	True positives: 2000	False positives: 8419	False negatives:    0	True negatives: 1581

['poi', 'long_term_incentive', 'director_fees', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.29383	Precision: 0.18296	Recall: 0.93400	F1: 0.30598	F2: 0.51290
	Total predictions: 12000	True positives: 1868	False positives: 8342	False negatives:  132	True negatives: 1658

['poi', 'long_term_incentive', 'director_fees', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'bonus', 'restricted_stock']
	Accuracy: 0.27469	Precision: 0.17488	Recall: 0.99900	F1: 0.29765	F2: 0.51429
	Total predictions: 13000	True positives: 1998	False positives: 9427	False negatives:    2	True negatives: 1573

['poi', 'long_term_incentive', 'director_fees', 'bonus', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'bonus', 'salary']
	Accuracy: 0.30508	Precision: 0.19303	Recall: 0.99650	F1: 0.32341	F2: 0.54379
	Total predictions: 12000	True positives: 1993	False positives: 8332	False negatives:    7	True negatives: 1668

['poi', 'long_term_incentive', 'director_fees', 'bonus', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'bonus', 'total_payments']
	Accuracy: 0.71554	Precision: 0.24762	Recall: 0.41650	F1: 0.31059	F2: 0.36651
	Total predictions: 13000	True positives:  833	False positives: 2531	False negatives: 1167	True negatives: 8469

['poi', 'long_term_incentive', 'director_fees', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'bonus', 'exercised_stock_options']
	Accuracy: 0.28957	Precision: 0.16387	Recall: 0.96850	F1: 0.28032	F2: 0.48865
	Total predictions: 14000	True positives: 1937	False positives: 9883	False negatives:   63	True negatives: 2117

['poi', 'long_term_incentive', 'director_fees', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.24533	Precision: 0.15015	Recall: 1.00000	F1: 0.26110	F2: 0.46904
	Total predictions: 15000	True positives: 2000	False positives: 11320	False negatives:    0	True negatives: 1680

['poi', 'long_term_incentive', 'director_fees', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.24880	Precision: 0.15074	Recall: 1.00000	F1: 0.26199	F2: 0.47019
	Total predictions: 15000	True positives: 2000	False positives: 11268	False negatives:    0	True negatives: 1732

['poi', 'long_term_incentive', 'director_fees', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.33150	Precision: 0.16290	Recall: 0.88900	F1: 0.27534	F2: 0.47000
	Total predictions: 14000	True positives: 1778	False positives: 9137	False negatives:  222	True negatives: 2863

['poi', 'long_term_incentive', 'director_fees', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'total_stock_value', 'salary']
	Accuracy: 0.29227	Precision: 0.15739	Recall: 0.98950	F1: 0.27158	F2: 0.48095
	Total predictions: 15000	True positives: 1979	False positives: 10595	False negatives:   21	True negatives: 2405

['poi', 'long_term_incentive', 'director_fees', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'total_stock_value', 'total_payments']
	Accuracy: 0.76693	Precision: 0.27097	Recall: 0.44250	F1: 0.33612	F2: 0.39277
	Total predictions: 15000	True positives:  885	False positives: 2381	False negatives: 1115	True negatives: 10619

['poi', 'long_term_incentive', 'director_fees', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.67271	Precision: 0.22509	Recall: 0.52850	F1: 0.31571	F2: 0.41627
	Total predictions: 14000	True positives: 1057	False positives: 3639	False negatives:  943	True negatives: 8361

['poi', 'long_term_incentive', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.29642	Precision: 0.18370	Recall: 0.93550	F1: 0.30710	F2: 0.51443
	Total predictions: 12000	True positives: 1871	False positives: 8314	False negatives:  129	True negatives: 1686

['poi', 'long_term_incentive', 'director_fees', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.25764	Precision: 0.16067	Recall: 0.99350	F1: 0.27661	F2: 0.48780
	Total predictions: 14000	True positives: 1987	False positives: 10380	False negatives:   13	True negatives: 1620

['poi', 'long_term_incentive', 'director_fees', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.28169	Precision: 0.17514	Recall: 0.98900	F1: 0.29758	F2: 0.51259
	Total predictions: 13000	True positives: 1978	False positives: 9316	False negatives:   22	True negatives: 1684

['poi', 'long_term_incentive', 'director_fees', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.37929	Precision: 0.15373	Recall: 0.74250	F1: 0.25472	F2: 0.42044
	Total predictions: 14000	True positives: 1485	False positives: 8175	False negatives:  515	True negatives: 3825

['poi', 'long_term_incentive', 'director_fees', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.26293	Precision: 0.16235	Recall: 1.00000	F1: 0.27935	F2: 0.49215
	Total predictions: 14000	True positives: 2000	False positives: 10319	False negatives:    0	True negatives: 1681

['poi', 'long_term_incentive', 'director_fees', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.26308	Precision: 0.16543	Recall: 0.93700	F1: 0.28121	F2: 0.48479
	Total predictions: 13000	True positives: 1874	False positives: 9454	False negatives:  126	True negatives: 1546

['poi', 'long_term_incentive', 'director_fees', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.29300	Precision: 0.18216	Recall: 0.92900	F1: 0.30459	F2: 0.51044
	Total predictions: 12000	True positives: 1858	False positives: 8342	False negatives:  142	True negatives: 1658

['poi', 'long_term_incentive', 'director_fees', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.42150	Precision: 0.15017	Recall: 0.65450	F1: 0.24428	F2: 0.39152
	Total predictions: 14000	True positives: 1309	False positives: 7408	False negatives:  691	True negatives: 4592

['poi', 'long_term_incentive', 'director_fees', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.26179	Precision: 0.16214	Recall: 1.00000	F1: 0.27904	F2: 0.49176
	Total predictions: 14000	True positives: 2000	False positives: 10335	False negatives:    0	True negatives: 1665

['poi', 'long_term_incentive', 'director_fees', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'restricted_stock', 'salary']
	Accuracy: 0.26250	Precision: 0.16172	Recall: 0.99500	F1: 0.27822	F2: 0.49003
	Total predictions: 14000	True positives: 1990	False positives: 10315	False negatives:   10	True negatives: 1685

['poi', 'long_term_incentive', 'director_fees', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'restricted_stock', 'total_payments']
	Accuracy: 0.73779	Precision: 0.25082	Recall: 0.42050	F1: 0.31422	F2: 0.37039
	Total predictions: 14000	True positives:  841	False positives: 2512	False negatives: 1159	True negatives: 9488

['poi', 'long_term_incentive', 'director_fees', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.29750	Precision: 0.16191	Recall: 0.93800	F1: 0.27615	F2: 0.47889
	Total predictions: 14000	True positives: 1876	False positives: 9711	False negatives:  124	True negatives: 2289

['poi', 'long_term_incentive', 'director_fees', 'salary', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'salary', 'total_payments']
	Accuracy: 0.66346	Precision: 0.22416	Recall: 0.48250	F1: 0.30611	F2: 0.39212
	Total predictions: 13000	True positives:  965	False positives: 3340	False negatives: 1035	True negatives: 7660

['poi', 'long_term_incentive', 'director_fees', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'salary', 'exercised_stock_options']
	Accuracy: 0.26521	Precision: 0.16272	Recall: 0.99950	F1: 0.27987	F2: 0.49273
	Total predictions: 14000	True positives: 1999	False positives: 10286	False negatives:    1	True negatives: 1714

['poi', 'long_term_incentive', 'director_fees', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'director_fees', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.75221	Precision: 0.26968	Recall: 0.43000	F1: 0.33147	F2: 0.38431
	Total predictions: 14000	True positives:  860	False positives: 2329	False negatives: 1140	True negatives: 9671

['poi', 'long_term_incentive', 'resto_dirfees', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'bonus', 'total_stock_value']
	Accuracy: 0.21843	Precision: 0.14950	Recall: 0.95350	F1: 0.25847	F2: 0.45939
	Total predictions: 14000	True positives: 1907	False positives: 10849	False negatives:   93	True negatives: 1151

['poi', 'long_term_incentive', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.21864	Precision: 0.18877	Recall: 1.00000	F1: 0.31759	F2: 0.53778
	Total predictions: 11000	True positives: 2000	False positives: 8595	False negatives:    0	True negatives:  405

['poi', 'long_term_incentive', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.20945	Precision: 0.18011	Recall: 0.94250	F1: 0.30242	F2: 0.51040
	Total predictions: 11000	True positives: 1885	False positives: 8581	False negatives:  115	True negatives:  419

['poi', 'long_term_incentive', 'resto_dirfees', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'bonus', 'restricted_stock']
	Accuracy: 0.19925	Precision: 0.17200	Recall: 0.99750	F1: 0.29340	F2: 0.50895
	Total predictions: 12000	True positives: 1995	False positives: 9604	False negatives:    5	True negatives:  396

['poi', 'long_term_incentive', 'resto_dirfees', 'bonus', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'bonus', 'salary']
	Accuracy: 0.23920	Precision: 0.20706	Recall: 0.99100	F1: 0.34255	F2: 0.56397
	Total predictions: 10000	True positives: 1982	False positives: 7590	False negatives:   18	True negatives:  410

['poi', 'long_term_incentive', 'resto_dirfees', 'bonus', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'bonus', 'total_payments']
	Accuracy: 0.22523	Precision: 0.15231	Recall: 0.88400	F1: 0.25985	F2: 0.45084
	Total predictions: 13000	True positives: 1768	False positives: 9840	False negatives:  232	True negatives: 1160

['poi', 'long_term_incentive', 'resto_dirfees', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'bonus', 'exercised_stock_options']
	Accuracy: 0.23192	Precision: 0.16294	Recall: 0.96500	F1: 0.27880	F2: 0.48627
	Total predictions: 13000	True positives: 1930	False positives: 9915	False negatives:   70	True negatives: 1085

['poi', 'long_term_incentive', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.20050	Precision: 0.14818	Recall: 0.96800	F1: 0.25702	F2: 0.45953
	Total predictions: 14000	True positives: 1936	False positives: 11129	False negatives:   64	True negatives:  871

['poi', 'long_term_incentive', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.20850	Precision: 0.14843	Recall: 0.95850	F1: 0.25706	F2: 0.45828
	Total predictions: 14000	True positives: 1917	False positives: 10998	False negatives:   83	True negatives: 1002

['poi', 'long_term_incentive', 'resto_dirfees', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.22046	Precision: 0.15972	Recall: 0.95450	F1: 0.27365	F2: 0.47840
	Total predictions: 13000	True positives: 1909	False positives: 10043	False negatives:   91	True negatives:  957

['poi', 'long_term_incentive', 'resto_dirfees', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'total_stock_value', 'salary']
	Accuracy: 0.21743	Precision: 0.14999	Recall: 0.95950	F1: 0.25943	F2: 0.46143
	Total predictions: 14000	True positives: 1919	False positives: 10875	False negatives:   81	True negatives: 1125

['poi', 'long_term_incentive', 'resto_dirfees', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'total_stock_value', 'total_payments']
	Accuracy: 0.22627	Precision: 0.13336	Recall: 0.87350	F1: 0.23139	F2: 0.41398
	Total predictions: 15000	True positives: 1747	False positives: 11353	False negatives:  253	True negatives: 1647

['poi', 'long_term_incentive', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.22462	Precision: 0.15982	Recall: 0.94900	F1: 0.27357	F2: 0.47746
	Total predictions: 13000	True positives: 1898	False positives: 9978	False negatives:  102	True negatives: 1022

['poi', 'long_term_incentive', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.22680	Precision: 0.19704	Recall: 0.93200	F1: 0.32531	F2: 0.53379
	Total predictions: 10000	True positives: 1864	False positives: 7596	False negatives:  136	True negatives:  404

['poi', 'long_term_incentive', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.18562	Precision: 0.15781	Recall: 0.99000	F1: 0.27222	F2: 0.48182
	Total predictions: 13000	True positives: 1980	False positives: 10567	False negatives:   20	True negatives:  433

['poi', 'long_term_incentive', 'resto_dirfees', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.21473	Precision: 0.18718	Recall: 0.99300	F1: 0.31499	F2: 0.53358
	Total predictions: 11000	True positives: 1986	False positives: 8624	False negatives:   14	True negatives:  376

['poi', 'long_term_incentive', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.21829	Precision: 0.14270	Recall: 0.89300	F1: 0.24607	F2: 0.43527
	Total predictions: 14000	True positives: 1786	False positives: 10730	False negatives:  214	True negatives: 1270

['poi', 'long_term_incentive', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.19731	Precision: 0.15919	Recall: 0.98500	F1: 0.27409	F2: 0.48344
	Total predictions: 13000	True positives: 1970	False positives: 10405	False negatives:   30	True negatives:  595

['poi', 'long_term_incentive', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.19033	Precision: 0.16317	Recall: 0.93450	F1: 0.27784	F2: 0.48036
	Total predictions: 12000	True positives: 1869	False positives: 9585	False negatives:  131	True negatives:  415

['poi', 'long_term_incentive', 'resto_dirfees', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.20655	Precision: 0.17796	Recall: 0.92950	F1: 0.29873	F2: 0.50390
	Total predictions: 11000	True positives: 1859	False positives: 8587	False negatives:  141	True negatives:  413

['poi', 'long_term_incentive', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.23277	Precision: 0.15403	Recall: 0.88750	F1: 0.26250	F2: 0.45457
	Total predictions: 13000	True positives: 1775	False positives: 9749	False negatives:  225	True negatives: 1251

['poi', 'long_term_incentive', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.20885	Precision: 0.15975	Recall: 0.97250	F1: 0.27443	F2: 0.48203
	Total predictions: 13000	True positives: 1945	False positives: 10230	False negatives:   55	True negatives:  770

['poi', 'long_term_incentive', 'resto_dirfees', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'restricted_stock', 'salary']
	Accuracy: 0.19858	Precision: 0.17114	Recall: 0.99100	F1: 0.29188	F2: 0.50610
	Total predictions: 12000	True positives: 1982	False positives: 9599	False negatives:   18	True negatives:  401

['poi', 'long_term_incentive', 'resto_dirfees', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'restricted_stock', 'total_payments']
	Accuracy: 0.21100	Precision: 0.14018	Recall: 0.88100	F1: 0.24187	F2: 0.42829
	Total predictions: 14000	True positives: 1762	False positives: 10808	False negatives:  238	True negatives: 1192

['poi', 'long_term_incentive', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.21969	Precision: 0.15982	Recall: 0.95650	F1: 0.27387	F2: 0.47897
	Total predictions: 13000	True positives: 1913	False positives: 10057	False negatives:   87	True negatives:  943

['poi', 'long_term_incentive', 'resto_dirfees', 'salary', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'salary', 'total_payments']
	Accuracy: 0.22431	Precision: 0.15065	Recall: 0.87150	F1: 0.25689	F2: 0.44532
	Total predictions: 13000	True positives: 1743	False positives: 9827	False negatives:  257	True negatives: 1173

['poi', 'long_term_incentive', 'resto_dirfees', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'salary', 'exercised_stock_options']
	Accuracy: 0.22831	Precision: 0.16093	Recall: 0.95300	F1: 0.27535	F2: 0.48025
	Total predictions: 13000	True positives: 1906	False positives: 9938	False negatives:   94	True negatives: 1062

['poi', 'long_term_incentive', 'resto_dirfees', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'resto_dirfees', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.22421	Precision: 0.14308	Recall: 0.88800	F1: 0.24644	F2: 0.43502
	Total predictions: 14000	True positives: 1776	False positives: 10637	False negatives:  224	True negatives: 1363

['poi', 'long_term_incentive', 'bonus', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'long_term_incentive', 'bonus', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.83423	Precision: 0.44195	Recall: 0.29500	F1: 0.35382	F2: 0.31601
	Total predictions: 13000	True positives:  590	False positives:  745	False negatives: 1410	True negatives: 10255

['poi', 'long_term_incentive', 'bonus', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'bonus', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.84300	Precision: 0.42742	Recall: 0.29150	F1: 0.34661	F2: 0.31130
	Total predictions: 14000	True positives:  583	False positives:  781	False negatives: 1417	True negatives: 11219

['poi', 'long_term_incentive', 'bonus', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'bonus', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.84264	Precision: 0.42597	Recall: 0.29200	F1: 0.34648	F2: 0.31160
	Total predictions: 14000	True positives:  584	False positives:  787	False negatives: 1416	True negatives: 11213

['poi', 'long_term_incentive', 'bonus', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'bonus', 'total_stock_value', 'salary']
	Accuracy: 0.83038	Precision: 0.42926	Recall: 0.31100	F1: 0.36068	F2: 0.32914
	Total predictions: 13000	True positives:  622	False positives:  827	False negatives: 1378	True negatives: 10173

['poi', 'long_term_incentive', 'bonus', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'bonus', 'total_stock_value', 'total_payments']
	Accuracy: 0.84080	Precision: 0.35522	Recall: 0.23800	F1: 0.28503	F2: 0.25482
	Total predictions: 15000	True positives:  476	False positives:  864	False negatives: 1524	True negatives: 12136

['poi', 'long_term_incentive', 'bonus', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'bonus', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.83546	Precision: 0.45249	Recall: 0.33100	F1: 0.38233	F2: 0.34978
	Total predictions: 13000	True positives:  662	False positives:  801	False negatives: 1338	True negatives: 10199

['poi', 'long_term_incentive', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.79827	Precision: 0.39317	Recall: 0.20150	F1: 0.26645	F2: 0.22327
	Total predictions: 11000	True positives:  403	False positives:  622	False negatives: 1597	True negatives: 8378

['poi', 'long_term_incentive', 'bonus', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'bonus', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.80775	Precision: 0.36547	Recall: 0.20850	F1: 0.26552	F2: 0.22809
	Total predictions: 12000	True positives:  417	False positives:  724	False negatives: 1583	True negatives: 9276

['poi', 'long_term_incentive', 'bonus', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'bonus', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.80373	Precision: 0.41587	Recall: 0.19650	F1: 0.26689	F2: 0.21968
	Total predictions: 11000	True positives:  393	False positives:  552	False negatives: 1607	True negatives: 8448

['poi', 'long_term_incentive', 'bonus', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'bonus', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.82592	Precision: 0.32988	Recall: 0.12750	F1: 0.18392	F2: 0.14533
	Total predictions: 13000	True positives:  255	False positives:  518	False negatives: 1745	True negatives: 10482

['poi', 'long_term_incentive', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.84285	Precision: 0.48303	Recall: 0.30600	F1: 0.37466	F2: 0.33020
	Total predictions: 13000	True positives:  612	False positives:  655	False negatives: 1388	True negatives: 10345

['poi', 'long_term_incentive', 'bonus', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'bonus', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.80125	Precision: 0.32735	Recall: 0.18250	F1: 0.23435	F2: 0.20022
	Total predictions: 12000	True positives:  365	False positives:  750	False negatives: 1635	True negatives: 9250

['poi', 'long_term_incentive', 'bonus', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'bonus', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.78564	Precision: 0.33208	Recall: 0.17700	F1: 0.23092	F2: 0.19523
	Total predictions: 11000	True positives:  354	False positives:  712	False negatives: 1646	True negatives: 8288

['poi', 'long_term_incentive', 'bonus', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'bonus', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.82538	Precision: 0.33292	Recall: 0.13450	F1: 0.19160	F2: 0.15270
	Total predictions: 13000	True positives:  269	False positives:  539	False negatives: 1731	True negatives: 10461

['poi', 'long_term_incentive', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.84385	Precision: 0.48744	Recall: 0.29100	F1: 0.36443	F2: 0.31651
	Total predictions: 13000	True positives:  582	False positives:  612	False negatives: 1418	True negatives: 10388

['poi', 'long_term_incentive', 'bonus', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'bonus', 'restricted_stock', 'salary']
	Accuracy: 0.80342	Precision: 0.34979	Recall: 0.20900	F1: 0.26166	F2: 0.22730
	Total predictions: 12000	True positives:  418	False positives:  777	False negatives: 1582	True negatives: 9223

['poi', 'long_term_incentive', 'bonus', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'bonus', 'restricted_stock', 'total_payments']
	Accuracy: 0.82107	Precision: 0.26424	Recall: 0.14150	F1: 0.18430	F2: 0.15599
	Total predictions: 14000	True positives:  283	False positives:  788	False negatives: 1717	True negatives: 11212

['poi', 'long_term_incentive', 'bonus', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'bonus', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84029	Precision: 0.41655	Recall: 0.29450	F1: 0.34505	F2: 0.31283
	Total predictions: 14000	True positives:  589	False positives:  825	False negatives: 1411	True negatives: 11175

['poi', 'long_term_incentive', 'bonus', 'salary', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'bonus', 'salary', 'total_payments']
	Accuracy: 0.82123	Precision: 0.31507	Recall: 0.13800	F1: 0.19193	F2: 0.15548
	Total predictions: 13000	True positives:  276	False positives:  600	False negatives: 1724	True negatives: 10400

['poi', 'long_term_incentive', 'bonus', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'bonus', 'salary', 'exercised_stock_options']
	Accuracy: 0.83577	Precision: 0.45223	Recall: 0.31950	F1: 0.37445	F2: 0.33942
	Total predictions: 13000	True positives:  639	False positives:  774	False negatives: 1361	True negatives: 10226

['poi', 'long_term_incentive', 'bonus', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'bonus', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84421	Precision: 0.42054	Recall: 0.23950	F1: 0.30519	F2: 0.26206
	Total predictions: 14000	True positives:  479	False positives:  660	False negatives: 1521	True negatives: 11340

['poi', 'long_term_incentive', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'long_term_incentive', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.84479	Precision: 0.42445	Recall: 0.24300	F1: 0.30906	F2: 0.26572
	Total predictions: 14000	True positives:  486	False positives:  659	False negatives: 1514	True negatives: 11341

['poi', 'long_term_incentive', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.85286	Precision: 0.47263	Recall: 0.25900	F1: 0.33463	F2: 0.28474
	Total predictions: 14000	True positives:  518	False positives:  578	False negatives: 1482	True negatives: 11422

['poi', 'long_term_incentive', 'total_stock_value', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'total_stock_value', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.83585	Precision: 0.43607	Recall: 0.22850	F1: 0.29987	F2: 0.25254
	Total predictions: 13000	True positives:  457	False positives:  591	False negatives: 1543	True negatives: 10409

['poi', 'long_term_incentive', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.83867	Precision: 0.31449	Recall: 0.17800	F1: 0.22733	F2: 0.19492
	Total predictions: 15000	True positives:  356	False positives:  776	False negatives: 1644	True negatives: 12224

['poi', 'long_term_incentive', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.84264	Precision: 0.42465	Recall: 0.28600	F1: 0.34180	F2: 0.30598
	Total predictions: 14000	True positives:  572	False positives:  775	False negatives: 1428	True negatives: 11225

['poi', 'long_term_incentive', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.85193	Precision: 0.46685	Recall: 0.25700	F1: 0.33151	F2: 0.28239
	Total predictions: 14000	True positives:  514	False positives:  587	False negatives: 1486	True negatives: 11413

['poi', 'long_term_incentive', 'total_stock_value', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'total_stock_value', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.84486	Precision: 0.42349	Recall: 0.23800	F1: 0.30474	F2: 0.26085
	Total predictions: 14000	True positives:  476	False positives:  648	False negatives: 1524	True negatives: 11352

['poi', 'long_term_incentive', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.83867	Precision: 0.31416	Recall: 0.17750	F1: 0.22684	F2: 0.19441
	Total predictions: 15000	True positives:  355	False positives:  775	False negatives: 1645	True negatives: 12225

['poi', 'long_term_incentive', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.83277	Precision: 0.43128	Recall: 0.27300	F1: 0.33435	F2: 0.29463
	Total predictions: 13000	True positives:  546	False positives:  720	False negatives: 1454	True negatives: 10280

['poi', 'long_term_incentive', 'total_stock_value', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'total_stock_value', 'restricted_stock', 'salary']
	Accuracy: 0.84993	Precision: 0.45249	Recall: 0.24050	F1: 0.31407	F2: 0.26536
	Total predictions: 14000	True positives:  481	False positives:  582	False negatives: 1519	True negatives: 11418

['poi', 'long_term_incentive', 'total_stock_value', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'total_stock_value', 'restricted_stock', 'total_payments']
	Accuracy: 0.84267	Precision: 0.33364	Recall: 0.18050	F1: 0.23426	F2: 0.19874
	Total predictions: 15000	True positives:  361	False positives:  721	False negatives: 1639	True negatives: 12279

['poi', 'long_term_incentive', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84069	Precision: 0.47116	Recall: 0.29000	F1: 0.35902	F2: 0.31416
	Total predictions: 13000	True positives:  580	False positives:  651	False negatives: 1420	True negatives: 10349

['poi', 'long_term_incentive', 'total_stock_value', 'salary', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'total_stock_value', 'salary', 'total_payments']
	Accuracy: 0.83913	Precision: 0.31546	Recall: 0.17650	F1: 0.22635	F2: 0.19355
	Total predictions: 15000	True positives:  353	False positives:  766	False negatives: 1647	True negatives: 12234

['poi', 'long_term_incentive', 'total_stock_value', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'total_stock_value', 'salary', 'exercised_stock_options']
	Accuracy: 0.83577	Precision: 0.44517	Recall: 0.27400	F1: 0.33921	F2: 0.29683
	Total predictions: 13000	True positives:  548	False positives:  683	False negatives: 1452	True negatives: 10317

['poi', 'long_term_incentive', 'total_stock_value', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'total_stock_value', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84293	Precision: 0.35714	Recall: 0.22250	F1: 0.27418	F2: 0.24064
	Total predictions: 15000	True positives:  445	False positives:  801	False negatives: 1555	True negatives: 12199

['poi', 'long_term_incentive', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'long_term_incentive', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.79475	Precision: 0.24076	Recall: 0.10750	F1: 0.14863	F2: 0.12088
	Total predictions: 12000	True positives:  215	False positives:  678	False negatives: 1785	True negatives: 9322

['poi', 'long_term_incentive', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.79055	Precision: 0.29625	Recall: 0.11050	F1: 0.16096	F2: 0.12634
	Total predictions: 11000	True positives:  221	False positives:  525	False negatives: 1779	True negatives: 8475

['poi', 'long_term_incentive', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.83407	Precision: 0.21314	Recall: 0.06000	F1: 0.09364	F2: 0.07007
	Total predictions: 14000	True positives:  120	False positives:  443	False negatives: 1880	True negatives: 11557

['poi', 'long_term_incentive', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.83523	Precision: 0.43238	Recall: 0.22700	F1: 0.29770	F2: 0.25083
	Total predictions: 13000	True positives:  454	False positives:  596	False negatives: 1546	True negatives: 10404

['poi', 'long_term_incentive', 'from_poi_to_this_person', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'from_poi_to_this_person', 'restricted_stock', 'salary']
	Accuracy: 0.80450	Precision: 0.29356	Recall: 0.12300	F1: 0.17336	F2: 0.13917
	Total predictions: 12000	True positives:  246	False positives:  592	False negatives: 1754	True negatives: 9408

['poi', 'long_term_incentive', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']
	Accuracy: 0.81693	Precision: 0.15375	Recall: 0.06250	F1: 0.08887	F2: 0.07092
	Total predictions: 14000	True positives:  125	False positives:  688	False negatives: 1875	True negatives: 11312

['poi', 'long_term_incentive', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84129	Precision: 0.41232	Recall: 0.26100	F1: 0.31966	F2: 0.28167
	Total predictions: 14000	True positives:  522	False positives:  744	False negatives: 1478	True negatives: 11256

['poi', 'long_term_incentive', 'from_poi_to_this_person', 'salary', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'from_poi_to_this_person', 'salary', 'total_payments']
	Accuracy: 0.82523	Precision: 0.23643	Recall: 0.06100	F1: 0.09698	F2: 0.07163
	Total predictions: 13000	True positives:  122	False positives:  394	False negatives: 1878	True negatives: 10606

['poi', 'long_term_incentive', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']
	Accuracy: 0.83815	Precision: 0.45203	Recall: 0.24500	F1: 0.31777	F2: 0.26970
	Total predictions: 13000	True positives:  490	False positives:  594	False negatives: 1510	True negatives: 10406

['poi', 'long_term_incentive', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.83929	Precision: 0.37219	Recall: 0.18200	F1: 0.24446	F2: 0.20272
	Total predictions: 14000	True positives:  364	False positives:  614	False negatives: 1636	True negatives: 11386

['poi', 'long_term_incentive', 'from_this_person_to_poi', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'long_term_incentive', 'from_this_person_to_poi', 'restricted_stock', 'salary']
	Accuracy: 0.80008	Precision: 0.28101	Recall: 0.12800	F1: 0.17588	F2: 0.14364
	Total predictions: 12000	True positives:  256	False positives:  655	False negatives: 1744	True negatives: 9345

['poi', 'long_term_incentive', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']
	Accuracy: 0.81993	Precision: 0.17640	Recall: 0.07100	F1: 0.10125	F2: 0.08064
	Total predictions: 14000	True positives:  142	False positives:  663	False negatives: 1858	True negatives: 11337

['poi', 'long_term_incentive', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84157	Precision: 0.41294	Recall: 0.25850	F1: 0.31796	F2: 0.27940
	Total predictions: 14000	True positives:  517	False positives:  735	False negatives: 1483	True negatives: 11265

['poi', 'long_term_incentive', 'from_this_person_to_poi', 'salary', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'from_this_person_to_poi', 'salary', 'total_payments']
	Accuracy: 0.82562	Precision: 0.25771	Recall: 0.07100	F1: 0.11133	F2: 0.08303
	Total predictions: 13000	True positives:  142	False positives:  409	False negatives: 1858	True negatives: 10591

['poi', 'long_term_incentive', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']
	Accuracy: 0.83777	Precision: 0.44986	Recall: 0.24450	F1: 0.31681	F2: 0.26907
	Total predictions: 13000	True positives:  489	False positives:  598	False negatives: 1511	True negatives: 10402

['poi', 'long_term_incentive', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.83950	Precision: 0.37359	Recall: 0.18250	F1: 0.24521	F2: 0.20330
	Total predictions: 14000	True positives:  365	False positives:  612	False negatives: 1635	True negatives: 11388

['poi', 'long_term_incentive', 'restricted_stock', 'salary', 'total_payments']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock', 'salary', 'total_payments']
	Accuracy: 0.82250	Precision: 0.20245	Recall: 0.08250	F1: 0.11723	F2: 0.09359
	Total predictions: 14000	True positives:  165	False positives:  650	False negatives: 1835	True negatives: 11350

['poi', 'long_term_incentive', 'restricted_stock', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock', 'salary', 'exercised_stock_options']
	Accuracy: 0.84436	Precision: 0.42264	Recall: 0.24450	F1: 0.30979	F2: 0.26701
	Total predictions: 14000	True positives:  489	False positives:  668	False negatives: 1511	True negatives: 11332

['poi', 'long_term_incentive', 'restricted_stock', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'restricted_stock', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84020	Precision: 0.32197	Recall: 0.17950	F1: 0.23050	F2: 0.19693
	Total predictions: 15000	True positives:  359	False positives:  756	False negatives: 1641	True negatives: 12244

['poi', 'long_term_incentive', 'salary', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'long_term_incentive', 'salary', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.83614	Precision: 0.35241	Recall: 0.17550	F1: 0.23431	F2: 0.19509
	Total predictions: 14000	True positives:  351	False positives:  645	False negatives: 1649	True negatives: 11355

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages', 'other']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages', 'other']
	Accuracy: 0.30046	Precision: 0.16726	Recall: 0.89150	F1: 0.28167	F2: 0.47776
	Total predictions: 13000	True positives: 1783	False positives: 8877	False negatives:  217	True negatives: 2123

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages', 'director_fees']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages', 'director_fees']
	Accuracy: 0.39155	Precision: 0.12263	Recall: 0.92500	F1: 0.21655	F2: 0.40068
	Total predictions: 11000	True positives:  925	False positives: 6618	False negatives:   75	True negatives: 3382

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees']
	Accuracy: 0.30520	Precision: 0.11862	Recall: 0.92500	F1: 0.21028	F2: 0.39202
	Total predictions: 10000	True positives:  925	False positives: 6873	False negatives:   75	True negatives: 2127

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages', 'bonus']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages', 'bonus']
	Accuracy: 0.33283	Precision: 0.19269	Recall: 0.94150	F1: 0.31991	F2: 0.52977
	Total predictions: 12000	True positives: 1883	False positives: 7889	False negatives:  117	True negatives: 2111

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value']
	Accuracy: 0.28343	Precision: 0.16024	Recall: 0.94700	F1: 0.27410	F2: 0.47780
	Total predictions: 14000	True positives: 1894	False positives: 9926	False negatives:  106	True negatives: 2074

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person']
	Accuracy: 0.30440	Precision: 0.11673	Recall: 0.90700	F1: 0.20684	F2: 0.38530
	Total predictions: 10000	True positives:  907	False positives: 6863	False negatives:   93	True negatives: 2137

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages', 'from_this_person_to_poi']
	Accuracy: 0.30020	Precision: 0.11333	Recall: 0.87900	F1: 0.20078	F2: 0.37385
	Total predictions: 10000	True positives:  879	False positives: 6877	False negatives:  121	True negatives: 2123

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages', 'restricted_stock']
	Accuracy: 0.31975	Precision: 0.18833	Recall: 0.93100	F1: 0.31328	F2: 0.52049
	Total predictions: 12000	True positives: 1862	False positives: 8025	False negatives:  138	True negatives: 1975

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages', 'salary']
	Accuracy: 0.31925	Precision: 0.18796	Recall: 0.92900	F1: 0.31266	F2: 0.51943
	Total predictions: 12000	True positives: 1858	False positives: 8027	False negatives:  142	True negatives: 1973

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages', 'total_payments']
	Accuracy: 0.26743	Precision: 0.15011	Recall: 0.88550	F1: 0.25670	F2: 0.44727
	Total predictions: 14000	True positives: 1771	False positives: 10027	False negatives:  229	True negatives: 1973

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages', 'exercised_stock_options']
	Accuracy: 0.30685	Precision: 0.17302	Recall: 0.92750	F1: 0.29164	F2: 0.49543
	Total predictions: 13000	True positives: 1855	False positives: 8866	False negatives:  145	True negatives: 2134

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other', 'director_fees']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other', 'director_fees']
	Accuracy: 0.34929	Precision: 0.17421	Recall: 0.95050	F1: 0.29445	F2: 0.50259
	Total predictions: 14000	True positives: 1901	False positives: 9011	False negatives:   99	True negatives: 2989

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other', 'resto_dirfees']
	Accuracy: 0.27715	Precision: 0.16862	Recall: 0.94100	F1: 0.28600	F2: 0.49110
	Total predictions: 13000	True positives: 1882	False positives: 9279	False negatives:  118	True negatives: 1721

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other', 'bonus']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other', 'bonus']
	Accuracy: 0.27831	Precision: 0.16843	Recall: 0.93750	F1: 0.28556	F2: 0.49002
	Total predictions: 13000	True positives: 1875	False positives: 9257	False negatives:  125	True negatives: 1743

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other', 'total_stock_value']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other', 'total_stock_value']
	Accuracy: 0.25729	Precision: 0.15542	Recall: 0.94700	F1: 0.26702	F2: 0.46914
	Total predictions: 14000	True positives: 1894	False positives: 10292	False negatives:  106	True negatives: 1708

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person']
	Accuracy: 0.27823	Precision: 0.16842	Recall: 0.93750	F1: 0.28554	F2: 0.48999
	Total predictions: 13000	True positives: 1875	False positives: 9258	False negatives:  125	True negatives: 1742

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi']
	Accuracy: 0.27377	Precision: 0.16242	Recall: 0.89500	F1: 0.27494	F2: 0.47053
	Total predictions: 13000	True positives: 1790	False positives: 9231	False negatives:  210	True negatives: 1769

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other', 'restricted_stock']
	Accuracy: 0.28000	Precision: 0.16912	Recall: 0.94050	F1: 0.28669	F2: 0.49184
	Total predictions: 13000	True positives: 1881	False positives: 9241	False negatives:  119	True negatives: 1759

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other', 'salary']
	Accuracy: 0.28446	Precision: 0.16917	Recall: 0.93350	F1: 0.28644	F2: 0.49039
	Total predictions: 13000	True positives: 1867	False positives: 9169	False negatives:  133	True negatives: 1831

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other', 'total_payments']
	Accuracy: 0.25814	Precision: 0.15404	Recall: 0.93350	F1: 0.26445	F2: 0.46397
	Total predictions: 14000	True positives: 1867	False positives: 10253	False negatives:  133	True negatives: 1747

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other', 'exercised_stock_options']
	Accuracy: 0.25743	Precision: 0.15556	Recall: 0.94800	F1: 0.26727	F2: 0.46959
	Total predictions: 14000	True positives: 1896	False positives: 10292	False negatives:  104	True negatives: 1708

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees']
	Accuracy: 0.37109	Precision: 0.12629	Recall: 1.00000	F1: 0.22427	F2: 0.41953
	Total predictions: 11000	True positives: 1000	False positives: 6918	False negatives:    0	True negatives: 3082

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees', 'bonus']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees', 'bonus']
	Accuracy: 0.37762	Precision: 0.19820	Recall: 1.00000	F1: 0.33082	F2: 0.55276
	Total predictions: 13000	True positives: 2000	False positives: 8091	False negatives:    0	True negatives: 2909

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value']
	Accuracy: 0.34120	Precision: 0.16832	Recall: 1.00000	F1: 0.28814	F2: 0.50297
	Total predictions: 15000	True positives: 2000	False positives: 9882	False negatives:    0	True negatives: 3118

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.37109	Precision: 0.12629	Recall: 1.00000	F1: 0.22427	F2: 0.41953
	Total predictions: 11000	True positives: 1000	False positives: 6918	False negatives:    0	True negatives: 3082

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.36455	Precision: 0.11798	Recall: 0.92500	F1: 0.20928	F2: 0.39063
	Total predictions: 11000	True positives:  925	False positives: 6915	False negatives:   75	True negatives: 3085

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees', 'restricted_stock']
	Accuracy: 0.35921	Precision: 0.18201	Recall: 0.99750	F1: 0.30785	F2: 0.52608
	Total predictions: 14000	True positives: 1995	False positives: 8966	False negatives:    5	True negatives: 3034

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees', 'salary']
	Accuracy: 0.35914	Precision: 0.18170	Recall: 0.99500	F1: 0.30729	F2: 0.52501
	Total predictions: 14000	True positives: 1990	False positives: 8962	False negatives:   10	True negatives: 3038

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees', 'total_payments']
	Accuracy: 0.34043	Precision: 0.17136	Recall: 0.94300	F1: 0.29002	F2: 0.49616
	Total predictions: 14000	True positives: 1886	False positives: 9120	False negatives:  114	True negatives: 2880

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.35736	Precision: 0.18187	Recall: 1.00000	F1: 0.30776	F2: 0.52640
	Total predictions: 14000	True positives: 2000	False positives: 8997	False negatives:    0	True negatives: 3003

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus']
	Accuracy: 0.31242	Precision: 0.19510	Recall: 1.00000	F1: 0.32650	F2: 0.54792
	Total predictions: 12000	True positives: 2000	False positives: 8251	False negatives:    0	True negatives: 1749

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.26657	Precision: 0.16303	Recall: 1.00000	F1: 0.28035	F2: 0.49339
	Total predictions: 14000	True positives: 2000	False positives: 10268	False negatives:    0	True negatives: 1732

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.28370	Precision: 0.12250	Recall: 1.00000	F1: 0.21827	F2: 0.41108
	Total predictions: 10000	True positives: 1000	False positives: 7163	False negatives:    0	True negatives: 1837

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.27630	Precision: 0.11438	Recall: 0.92500	F1: 0.20359	F2: 0.38264
	Total predictions: 10000	True positives:  925	False positives: 7162	False negatives:   75	True negatives: 1838

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.30183	Precision: 0.19218	Recall: 0.99550	F1: 0.32217	F2: 0.54221
	Total predictions: 12000	True positives: 1991	False positives: 8369	False negatives:    9	True negatives: 1631

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees', 'salary']
	Accuracy: 0.30117	Precision: 0.19150	Recall: 0.99100	F1: 0.32097	F2: 0.54005
	Total predictions: 12000	True positives: 1982	False positives: 8368	False negatives:   18	True negatives: 1632

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees', 'total_payments']
	Accuracy: 0.25093	Precision: 0.15385	Recall: 0.94300	F1: 0.26453	F2: 0.46547
	Total predictions: 14000	True positives: 1886	False positives: 10373	False negatives:  114	True negatives: 1627

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.28523	Precision: 0.17712	Recall: 1.00000	F1: 0.30093	F2: 0.51835
	Total predictions: 13000	True positives: 2000	False positives: 9292	False negatives:    0	True negatives: 1708

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus', 'total_stock_value']
	Accuracy: 0.26657	Precision: 0.16303	Recall: 1.00000	F1: 0.28035	F2: 0.49339
	Total predictions: 14000	True positives: 2000	False positives: 10268	False negatives:    0	True negatives: 1732

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.31242	Precision: 0.19510	Recall: 1.00000	F1: 0.32650	F2: 0.54792
	Total predictions: 12000	True positives: 2000	False positives: 8251	False negatives:    0	True negatives: 1749

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.30500	Precision: 0.18670	Recall: 0.94450	F1: 0.31177	F2: 0.52130
	Total predictions: 12000	True positives: 1889	False positives: 8229	False negatives:  111	True negatives: 1771

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus', 'restricted_stock']
	Accuracy: 0.29062	Precision: 0.17765	Recall: 0.99500	F1: 0.30147	F2: 0.51818
	Total predictions: 13000	True positives: 1990	False positives: 9212	False negatives:   10	True negatives: 1788

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus', 'salary']
	Accuracy: 0.30125	Precision: 0.19158	Recall: 0.99150	F1: 0.32111	F2: 0.54030
	Total predictions: 12000	True positives: 1983	False positives: 8368	False negatives:   17	True negatives: 1632

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus', 'total_payments']
	Accuracy: 0.25257	Precision: 0.15402	Recall: 0.94200	F1: 0.26476	F2: 0.46560
	Total predictions: 14000	True positives: 1884	False positives: 10348	False negatives:  116	True negatives: 1652

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus', 'exercised_stock_options']
	Accuracy: 0.28638	Precision: 0.17735	Recall: 1.00000	F1: 0.30127	F2: 0.51875
	Total predictions: 13000	True positives: 2000	False positives: 9277	False negatives:    0	True negatives: 1723

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.26657	Precision: 0.16303	Recall: 1.00000	F1: 0.28035	F2: 0.49339
	Total predictions: 14000	True positives: 2000	False positives: 10268	False negatives:    0	True negatives: 1732

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.26657	Precision: 0.16303	Recall: 1.00000	F1: 0.28035	F2: 0.49339
	Total predictions: 14000	True positives: 2000	False positives: 10268	False negatives:    0	True negatives: 1732

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.26650	Precision: 0.16296	Recall: 0.99950	F1: 0.28023	F2: 0.49317
	Total predictions: 14000	True positives: 1999	False positives: 10268	False negatives:    1	True negatives: 1732

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value', 'salary']
	Accuracy: 0.26650	Precision: 0.16285	Recall: 0.99850	F1: 0.28003	F2: 0.49277
	Total predictions: 14000	True positives: 1997	False positives: 10266	False negatives:    3	True negatives: 1734

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value', 'total_payments']
	Accuracy: 0.25987	Precision: 0.14606	Recall: 0.93900	F1: 0.25279	F2: 0.45019
	Total predictions: 15000	True positives: 1878	False positives: 10980	False negatives:  122	True negatives: 2020

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.26621	Precision: 0.16268	Recall: 0.99750	F1: 0.27974	F2: 0.49228
	Total predictions: 14000	True positives: 1995	False positives: 10268	False negatives:    5	True negatives: 1732

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.27180	Precision: 0.10884	Recall: 0.87400	F1: 0.19358	F2: 0.36326
	Total predictions: 10000	True positives:  874	False positives: 7156	False negatives:  126	True negatives: 1844

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.30125	Precision: 0.19158	Recall: 0.99150	F1: 0.32111	F2: 0.54030
	Total predictions: 12000	True positives: 1983	False positives: 8368	False negatives:   17	True negatives: 1632

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.30117	Precision: 0.19150	Recall: 0.99100	F1: 0.32097	F2: 0.54005
	Total predictions: 12000	True positives: 1982	False positives: 8368	False negatives:   18	True negatives: 1632

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.25093	Precision: 0.15385	Recall: 0.94300	F1: 0.26453	F2: 0.46547
	Total predictions: 14000	True positives: 1886	False positives: 10373	False negatives:  114	True negatives: 1627

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.28508	Precision: 0.17697	Recall: 0.99900	F1: 0.30068	F2: 0.51788
	Total predictions: 13000	True positives: 1998	False positives: 9292	False negatives:    2	True negatives: 1708

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.29158	Precision: 0.18235	Recall: 0.93300	F1: 0.30508	F2: 0.51171
	Total predictions: 12000	True positives: 1866	False positives: 8367	False negatives:  134	True negatives: 1633

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.29308	Precision: 0.18255	Recall: 0.93200	F1: 0.30530	F2: 0.51178
	Total predictions: 12000	True positives: 1864	False positives: 8347	False negatives:  136	True negatives: 1653

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.25036	Precision: 0.15324	Recall: 0.93850	F1: 0.26346	F2: 0.46348
	Total predictions: 14000	True positives: 1877	False positives: 10372	False negatives:  123	True negatives: 1628

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.28492	Precision: 0.17682	Recall: 0.99800	F1: 0.30042	F2: 0.51742
	Total predictions: 13000	True positives: 1996	False positives: 9292	False negatives:    4	True negatives: 1708

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'restricted_stock', 'salary']
	Accuracy: 0.28723	Precision: 0.17626	Recall: 0.98900	F1: 0.29920	F2: 0.51451
	Total predictions: 13000	True positives: 1978	False positives: 9244	False negatives:   22	True negatives: 1756

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'restricted_stock', 'total_payments']
	Accuracy: 0.25557	Precision: 0.15427	Recall: 0.93950	F1: 0.26502	F2: 0.46556
	Total predictions: 14000	True positives: 1879	False positives: 10301	False negatives:  121	True negatives: 1699

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.26657	Precision: 0.16297	Recall: 0.99950	F1: 0.28025	F2: 0.49319
	Total predictions: 14000	True positives: 1999	False positives: 10267	False negatives:    1	True negatives: 1733

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'salary', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'salary', 'total_payments']
	Accuracy: 0.25071	Precision: 0.15324	Recall: 0.93800	F1: 0.26345	F2: 0.46339
	Total predictions: 14000	True positives: 1876	False positives: 10366	False negatives:  124	True negatives: 1634

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'salary', 'exercised_stock_options']
	Accuracy: 0.26650	Precision: 0.16285	Recall: 0.99850	F1: 0.28003	F2: 0.49277
	Total predictions: 14000	True positives: 1997	False positives: 10266	False negatives:    3	True negatives: 1734

['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.26827	Precision: 0.14700	Recall: 0.93450	F1: 0.25404	F2: 0.45114
	Total predictions: 15000	True positives: 1869	False positives: 10845	False negatives:  131	True negatives: 2155

['poi', 'restricted_stock_deferred', 'from_messages', 'other', 'director_fees']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'other', 'director_fees']
	Accuracy: 0.36236	Precision: 0.17011	Recall: 0.89300	F1: 0.28578	F2: 0.48273
	Total predictions: 14000	True positives: 1786	False positives: 8713	False negatives:  214	True negatives: 3287

['poi', 'restricted_stock_deferred', 'from_messages', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'other', 'resto_dirfees']
	Accuracy: 0.29346	Precision: 0.16628	Recall: 0.89500	F1: 0.28045	F2: 0.47695
	Total predictions: 13000	True positives: 1790	False positives: 8975	False negatives:  210	True negatives: 2025

['poi', 'restricted_stock_deferred', 'from_messages', 'other', 'bonus']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'other', 'bonus']
	Accuracy: 0.30046	Precision: 0.16726	Recall: 0.89150	F1: 0.28167	F2: 0.47776
	Total predictions: 13000	True positives: 1783	False positives: 8877	False negatives:  217	True negatives: 2123

['poi', 'restricted_stock_deferred', 'from_messages', 'other', 'total_stock_value']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'other', 'total_stock_value']
	Accuracy: 0.27793	Precision: 0.15236	Recall: 0.88850	F1: 0.26012	F2: 0.45186
	Total predictions: 14000	True positives: 1777	False positives: 9886	False negatives:  223	True negatives: 2114

['poi', 'restricted_stock_deferred', 'from_messages', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'other', 'from_poi_to_this_person']
	Accuracy: 0.30046	Precision: 0.16726	Recall: 0.89150	F1: 0.28167	F2: 0.47776
	Total predictions: 13000	True positives: 1783	False positives: 8877	False negatives:  217	True negatives: 2123

['poi', 'restricted_stock_deferred', 'from_messages', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'other', 'from_this_person_to_poi']
	Accuracy: 0.29423	Precision: 0.16600	Recall: 0.89150	F1: 0.27988	F2: 0.47570
	Total predictions: 13000	True positives: 1783	False positives: 8958	False negatives:  217	True negatives: 2042

['poi', 'restricted_stock_deferred', 'from_messages', 'other', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'other', 'restricted_stock']
	Accuracy: 0.29977	Precision: 0.16498	Recall: 0.87450	F1: 0.27760	F2: 0.47014
	Total predictions: 13000	True positives: 1749	False positives: 8852	False negatives:  251	True negatives: 2148

['poi', 'restricted_stock_deferred', 'from_messages', 'other', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'other', 'salary']
	Accuracy: 0.30438	Precision: 0.16618	Recall: 0.87650	F1: 0.27938	F2: 0.47253
	Total predictions: 13000	True positives: 1753	False positives: 8796	False negatives:  247	True negatives: 2204

['poi', 'restricted_stock_deferred', 'from_messages', 'other', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'other', 'total_payments']
	Accuracy: 0.27157	Precision: 0.15020	Recall: 0.88000	F1: 0.25660	F2: 0.44629
	Total predictions: 14000	True positives: 1760	False positives: 9958	False negatives:  240	True negatives: 2042

['poi', 'restricted_stock_deferred', 'from_messages', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'other', 'exercised_stock_options']
	Accuracy: 0.27771	Precision: 0.15250	Recall: 0.89000	F1: 0.26039	F2: 0.45242
	Total predictions: 14000	True positives: 1780	False positives: 9892	False negatives:  220	True negatives: 2108

['poi', 'restricted_stock_deferred', 'from_messages', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'director_fees', 'resto_dirfees']
	Accuracy: 0.38145	Precision: 0.12085	Recall: 0.92500	F1: 0.21377	F2: 0.39686
	Total predictions: 11000	True positives:  925	False positives: 6729	False negatives:   75	True negatives: 3271

['poi', 'restricted_stock_deferred', 'from_messages', 'director_fees', 'bonus']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'director_fees', 'bonus']
	Accuracy: 0.38923	Precision: 0.19210	Recall: 0.92650	F1: 0.31822	F2: 0.52505
	Total predictions: 13000	True positives: 1853	False positives: 7793	False negatives:  147	True negatives: 3207

['poi', 'restricted_stock_deferred', 'from_messages', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'director_fees', 'total_stock_value']
	Accuracy: 0.35153	Precision: 0.16419	Recall: 0.94450	F1: 0.27975	F2: 0.48423
	Total predictions: 15000	True positives: 1889	False positives: 9616	False negatives:  111	True negatives: 3384

['poi', 'restricted_stock_deferred', 'from_messages', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.39155	Precision: 0.12263	Recall: 0.92500	F1: 0.21655	F2: 0.40068
	Total predictions: 11000	True positives:  925	False positives: 6618	False negatives:   75	True negatives: 3382

['poi', 'restricted_stock_deferred', 'from_messages', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.38900	Precision: 0.12218	Recall: 0.92500	F1: 0.21584	F2: 0.39971
	Total predictions: 11000	True positives:  925	False positives: 6646	False negatives:   75	True negatives: 3354

['poi', 'restricted_stock_deferred', 'from_messages', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'director_fees', 'restricted_stock']
	Accuracy: 0.37150	Precision: 0.17695	Recall: 0.93100	F1: 0.29737	F2: 0.50262
	Total predictions: 14000	True positives: 1862	False positives: 8661	False negatives:  138	True negatives: 3339

['poi', 'restricted_stock_deferred', 'from_messages', 'director_fees', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'director_fees', 'salary']
	Accuracy: 0.37193	Precision: 0.17643	Recall: 0.92600	F1: 0.29639	F2: 0.50062
	Total predictions: 14000	True positives: 1852	False positives: 8645	False negatives:  148	True negatives: 3355

['poi', 'restricted_stock_deferred', 'from_messages', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'director_fees', 'total_payments']
	Accuracy: 0.35386	Precision: 0.16726	Recall: 0.88550	F1: 0.28138	F2: 0.47638
	Total predictions: 14000	True positives: 1771	False positives: 8817	False negatives:  229	True negatives: 3183

['poi', 'restricted_stock_deferred', 'from_messages', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.36921	Precision: 0.17769	Recall: 0.94150	F1: 0.29896	F2: 0.50626
	Total predictions: 14000	True positives: 1883	False positives: 8714	False negatives:  117	True negatives: 3286

['poi', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees', 'bonus']
	Accuracy: 0.32733	Precision: 0.19171	Recall: 0.94400	F1: 0.31870	F2: 0.52891
	Total predictions: 12000	True positives: 1888	False positives: 7960	False negatives:  112	True negatives: 2040

['poi', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.27557	Precision: 0.15876	Recall: 0.94700	F1: 0.27193	F2: 0.47516
	Total predictions: 14000	True positives: 1894	False positives: 10036	False negatives:  106	True negatives: 1964

['poi', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.30520	Precision: 0.11862	Recall: 0.92500	F1: 0.21028	F2: 0.39202
	Total predictions: 10000	True positives:  925	False positives: 6873	False negatives:   75	True negatives: 2127

['poi', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.30280	Precision: 0.11826	Recall: 0.92500	F1: 0.20970	F2: 0.39122
	Total predictions: 10000	True positives:  925	False positives: 6897	False negatives:   75	True negatives: 2103

['poi', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.31508	Precision: 0.18796	Recall: 0.93650	F1: 0.31308	F2: 0.52129
	Total predictions: 12000	True positives: 1873	False positives: 8092	False negatives:  127	True negatives: 1908

['poi', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees', 'salary']
	Accuracy: 0.31383	Precision: 0.18673	Recall: 0.92900	F1: 0.31096	F2: 0.51755
	Total predictions: 12000	True positives: 1858	False positives: 8092	False negatives:  142	True negatives: 1908

['poi', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees', 'total_payments']
	Accuracy: 0.25993	Precision: 0.14879	Recall: 0.88550	F1: 0.25477	F2: 0.44491
	Total predictions: 14000	True positives: 1771	False positives: 10132	False negatives:  229	True negatives: 1868

['poi', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.29692	Precision: 0.17109	Recall: 0.92850	F1: 0.28894	F2: 0.49247
	Total predictions: 13000	True positives: 1857	False positives: 8997	False negatives:  143	True negatives: 2003

['poi', 'restricted_stock_deferred', 'from_messages', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'bonus', 'total_stock_value']
	Accuracy: 0.28400	Precision: 0.16035	Recall: 0.94700	F1: 0.27425	F2: 0.47799
	Total predictions: 14000	True positives: 1894	False positives: 9918	False negatives:  106	True negatives: 2082

['poi', 'restricted_stock_deferred', 'from_messages', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.33292	Precision: 0.19278	Recall: 0.94200	F1: 0.32005	F2: 0.53002
	Total predictions: 12000	True positives: 1884	False positives: 7889	False negatives:  116	True negatives: 2111

['poi', 'restricted_stock_deferred', 'from_messages', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.32700	Precision: 0.19139	Recall: 0.94200	F1: 0.31814	F2: 0.52791
	Total predictions: 12000	True positives: 1884	False positives: 7960	False negatives:  116	True negatives: 2040

['poi', 'restricted_stock_deferred', 'from_messages', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'bonus', 'restricted_stock']
	Accuracy: 0.31208	Precision: 0.17577	Recall: 0.94100	F1: 0.29621	F2: 0.50302
	Total predictions: 13000	True positives: 1882	False positives: 8825	False negatives:  118	True negatives: 2175

['poi', 'restricted_stock_deferred', 'from_messages', 'bonus', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'bonus', 'salary']
	Accuracy: 0.31942	Precision: 0.18813	Recall: 0.93000	F1: 0.31295	F2: 0.51993
	Total predictions: 12000	True positives: 1860	False positives: 8027	False negatives:  140	True negatives: 1973

['poi', 'restricted_stock_deferred', 'from_messages', 'bonus', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'bonus', 'total_payments']
	Accuracy: 0.26836	Precision: 0.15039	Recall: 0.88650	F1: 0.25716	F2: 0.44798
	Total predictions: 14000	True positives: 1773	False positives: 10016	False negatives:  227	True negatives: 1984

['poi', 'restricted_stock_deferred', 'from_messages', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'bonus', 'exercised_stock_options']
	Accuracy: 0.30662	Precision: 0.17492	Recall: 0.94350	F1: 0.29512	F2: 0.50218
	Total predictions: 13000	True positives: 1887	False positives: 8901	False negatives:  113	True negatives: 2099

['poi', 'restricted_stock_deferred', 'from_messages', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.28400	Precision: 0.16035	Recall: 0.94700	F1: 0.27425	F2: 0.47799
	Total predictions: 14000	True positives: 1894	False positives: 9918	False negatives:  106	True negatives: 2082

['poi', 'restricted_stock_deferred', 'from_messages', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.28414	Precision: 0.16037	Recall: 0.94700	F1: 0.27429	F2: 0.47804
	Total predictions: 14000	True positives: 1894	False positives: 9916	False negatives:  106	True negatives: 2084

['poi', 'restricted_stock_deferred', 'from_messages', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.28464	Precision: 0.16047	Recall: 0.94700	F1: 0.27443	F2: 0.47821
	Total predictions: 14000	True positives: 1894	False positives: 9909	False negatives:  106	True negatives: 2091

['poi', 'restricted_stock_deferred', 'from_messages', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'total_stock_value', 'salary']
	Accuracy: 0.28714	Precision: 0.16037	Recall: 0.94200	F1: 0.27408	F2: 0.47701
	Total predictions: 14000	True positives: 1884	False positives: 9864	False negatives:  116	True negatives: 2136

['poi', 'restricted_stock_deferred', 'from_messages', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'total_stock_value', 'total_payments']
	Accuracy: 0.27107	Precision: 0.14367	Recall: 0.90050	F1: 0.24780	F2: 0.43850
	Total predictions: 15000	True positives: 1801	False positives: 10735	False negatives:  199	True negatives: 2265

['poi', 'restricted_stock_deferred', 'from_messages', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.28550	Precision: 0.16063	Recall: 0.94700	F1: 0.27467	F2: 0.47850
	Total predictions: 14000	True positives: 1894	False positives: 9897	False negatives:  106	True negatives: 2103

['poi', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.30500	Precision: 0.11859	Recall: 0.92500	F1: 0.21023	F2: 0.39195
	Total predictions: 10000	True positives:  925	False positives: 6875	False negatives:   75	True negatives: 2125

['poi', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.31950	Precision: 0.18808	Recall: 0.92950	F1: 0.31286	F2: 0.51974
	Total predictions: 12000	True positives: 1859	False positives: 8025	False negatives:  141	True negatives: 1975

['poi', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.31925	Precision: 0.18796	Recall: 0.92900	F1: 0.31266	F2: 0.51943
	Total predictions: 12000	True positives: 1858	False positives: 8027	False negatives:  142	True negatives: 1973

['poi', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.26857	Precision: 0.15031	Recall: 0.88550	F1: 0.25700	F2: 0.44763
	Total predictions: 14000	True positives: 1771	False positives: 10011	False negatives:  229	True negatives: 1989

['poi', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.30700	Precision: 0.17318	Recall: 0.92850	F1: 0.29191	F2: 0.49591
	Total predictions: 13000	True positives: 1857	False positives: 8866	False negatives:  143	True negatives: 2134

['poi', 'restricted_stock_deferred', 'from_messages', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.31400	Precision: 0.18683	Recall: 0.92950	F1: 0.31113	F2: 0.51783
	Total predictions: 12000	True positives: 1859	False positives: 8091	False negatives:  141	True negatives: 1909

['poi', 'restricted_stock_deferred', 'from_messages', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.31375	Precision: 0.18671	Recall: 0.92900	F1: 0.31094	F2: 0.51752
	Total predictions: 12000	True positives: 1858	False positives: 8093	False negatives:  142	True negatives: 1907

['poi', 'restricted_stock_deferred', 'from_messages', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.26750	Precision: 0.15012	Recall: 0.88550	F1: 0.25672	F2: 0.44729
	Total predictions: 14000	True positives: 1771	False positives: 10026	False negatives:  229	True negatives: 1974

['poi', 'restricted_stock_deferred', 'from_messages', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.30708	Precision: 0.17320	Recall: 0.92850	F1: 0.29194	F2: 0.49594
	Total predictions: 13000	True positives: 1857	False positives: 8865	False negatives:  143	True negatives: 2135

['poi', 'restricted_stock_deferred', 'from_messages', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'restricted_stock', 'salary']
	Accuracy: 0.30723	Precision: 0.17292	Recall: 0.92600	F1: 0.29142	F2: 0.49492
	Total predictions: 13000	True positives: 1852	False positives: 8858	False negatives:  148	True negatives: 2142

['poi', 'restricted_stock_deferred', 'from_messages', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'restricted_stock', 'total_payments']
	Accuracy: 0.26986	Precision: 0.15043	Recall: 0.88450	F1: 0.25712	F2: 0.44762
	Total predictions: 14000	True positives: 1769	False positives: 9991	False negatives:  231	True negatives: 2009

['poi', 'restricted_stock_deferred', 'from_messages', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.28471	Precision: 0.16048	Recall: 0.94700	F1: 0.27445	F2: 0.47823
	Total predictions: 14000	True positives: 1894	False positives: 9908	False negatives:  106	True negatives: 2092

['poi', 'restricted_stock_deferred', 'from_messages', 'salary', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'salary', 'total_payments']
	Accuracy: 0.26807	Precision: 0.14981	Recall: 0.88200	F1: 0.25612	F2: 0.44602
	Total predictions: 14000	True positives: 1764	False positives: 10011	False negatives:  236	True negatives: 1989

['poi', 'restricted_stock_deferred', 'from_messages', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'salary', 'exercised_stock_options']
	Accuracy: 0.28757	Precision: 0.16045	Recall: 0.94200	F1: 0.27420	F2: 0.47716
	Total predictions: 14000	True positives: 1884	False positives: 9858	False negatives:  116	True negatives: 2142

['poi', 'restricted_stock_deferred', 'from_messages', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_messages', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.27227	Precision: 0.14387	Recall: 0.90050	F1: 0.24811	F2: 0.43888
	Total predictions: 15000	True positives: 1801	False positives: 10717	False negatives:  199	True negatives: 2283

['poi', 'restricted_stock_deferred', 'other', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'director_fees', 'resto_dirfees']
	Accuracy: 0.43918	Precision: 0.23770	Recall: 0.94450	F1: 0.37981	F2: 0.59227
	Total predictions: 11000	True positives: 1889	False positives: 6058	False negatives:  111	True negatives: 2942

['poi', 'restricted_stock_deferred', 'other', 'director_fees', 'bonus']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'director_fees', 'bonus']
	Accuracy: 0.41675	Precision: 0.21431	Recall: 0.93750	F1: 0.34887	F2: 0.55973
	Total predictions: 12000	True positives: 1875	False positives: 6874	False negatives:  125	True negatives: 3126

['poi', 'restricted_stock_deferred', 'other', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'director_fees', 'total_stock_value']
	Accuracy: 0.33213	Precision: 0.15956	Recall: 0.93950	F1: 0.27279	F2: 0.47507
	Total predictions: 15000	True positives: 1879	False positives: 9897	False negatives:  121	True negatives: 3103

['poi', 'restricted_stock_deferred', 'other', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.37562	Precision: 0.19072	Recall: 0.94300	F1: 0.31727	F2: 0.52714
	Total predictions: 13000	True positives: 1886	False positives: 8003	False negatives:  114	True negatives: 2997

['poi', 'restricted_stock_deferred', 'other', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.37654	Precision: 0.18476	Recall: 0.89450	F1: 0.30626	F2: 0.50585
	Total predictions: 13000	True positives: 1789	False positives: 7894	False negatives:  211	True negatives: 3106

['poi', 'restricted_stock_deferred', 'other', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'director_fees', 'restricted_stock']
	Accuracy: 0.36785	Precision: 0.18885	Recall: 0.94350	F1: 0.31471	F2: 0.52440
	Total predictions: 13000	True positives: 1887	False positives: 8105	False negatives:  113	True negatives: 2895

['poi', 'restricted_stock_deferred', 'other', 'director_fees', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'director_fees', 'salary']
	Accuracy: 0.41067	Precision: 0.21156	Recall: 0.93000	F1: 0.34470	F2: 0.55384
	Total predictions: 12000	True positives: 1860	False positives: 6932	False negatives:  140	True negatives: 3068

['poi', 'restricted_stock_deferred', 'other', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'director_fees', 'total_payments']
	Accuracy: 0.36423	Precision: 0.18809	Recall: 0.94450	F1: 0.31371	F2: 0.52347
	Total predictions: 13000	True positives: 1889	False positives: 8154	False negatives:  111	True negatives: 2846

['poi', 'restricted_stock_deferred', 'other', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.34807	Precision: 0.17328	Recall: 0.94500	F1: 0.29286	F2: 0.49981
	Total predictions: 14000	True positives: 1890	False positives: 9017	False negatives:  110	True negatives: 2983

['poi', 'restricted_stock_deferred', 'other', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'resto_dirfees', 'bonus']
	Accuracy: 0.33882	Precision: 0.20806	Recall: 0.93950	F1: 0.34068	F2: 0.55164
	Total predictions: 11000	True positives: 1879	False positives: 7152	False negatives:  121	True negatives: 1848

['poi', 'restricted_stock_deferred', 'other', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.26586	Precision: 0.15754	Recall: 0.95200	F1: 0.27034	F2: 0.47396
	Total predictions: 14000	True positives: 1904	False positives: 10182	False negatives:   96	True negatives: 1818

['poi', 'restricted_stock_deferred', 'other', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.30833	Precision: 0.18713	Recall: 0.94200	F1: 0.31223	F2: 0.52136
	Total predictions: 12000	True positives: 1884	False positives: 8184	False negatives:  116	True negatives: 1816

['poi', 'restricted_stock_deferred', 'other', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.31355	Precision: 0.19470	Recall: 0.88500	F1: 0.31918	F2: 0.51782
	Total predictions: 11000	True positives: 1770	False positives: 7321	False negatives:  230	True negatives: 1679

['poi', 'restricted_stock_deferred', 'other', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.30167	Precision: 0.18553	Recall: 0.94100	F1: 0.30995	F2: 0.51863
	Total predictions: 12000	True positives: 1882	False positives: 8262	False negatives:  118	True negatives: 1738

['poi', 'restricted_stock_deferred', 'other', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'resto_dirfees', 'salary']
	Accuracy: 0.33973	Precision: 0.20919	Recall: 0.94650	F1: 0.34266	F2: 0.55516
	Total predictions: 11000	True positives: 1893	False positives: 7156	False negatives:  107	True negatives: 1844

['poi', 'restricted_stock_deferred', 'other', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'resto_dirfees', 'total_payments']
	Accuracy: 0.27731	Precision: 0.16954	Recall: 0.94850	F1: 0.28766	F2: 0.49429
	Total predictions: 13000	True positives: 1897	False positives: 9292	False negatives:  103	True negatives: 1708

['poi', 'restricted_stock_deferred', 'other', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.27685	Precision: 0.16951	Recall: 0.94900	F1: 0.28764	F2: 0.49435
	Total predictions: 13000	True positives: 1898	False positives: 9299	False negatives:  102	True negatives: 1701

['poi', 'restricted_stock_deferred', 'other', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'bonus', 'total_stock_value']
	Accuracy: 0.26657	Precision: 0.15784	Recall: 0.95350	F1: 0.27084	F2: 0.47480
	Total predictions: 14000	True positives: 1907	False positives: 10175	False negatives:   93	True negatives: 1825

['poi', 'restricted_stock_deferred', 'other', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.31233	Precision: 0.18752	Recall: 0.93800	F1: 0.31256	F2: 0.52100
	Total predictions: 12000	True positives: 1876	False positives: 8128	False negatives:  124	True negatives: 1872

['poi', 'restricted_stock_deferred', 'other', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.29900	Precision: 0.17837	Recall: 0.88900	F1: 0.29713	F2: 0.49477
	Total predictions: 12000	True positives: 1778	False positives: 8190	False negatives:  222	True negatives: 1810

['poi', 'restricted_stock_deferred', 'other', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'bonus', 'restricted_stock']
	Accuracy: 0.29758	Precision: 0.18495	Recall: 0.94350	F1: 0.30927	F2: 0.51832
	Total predictions: 12000	True positives: 1887	False positives: 8316	False negatives:  113	True negatives: 1684

['poi', 'restricted_stock_deferred', 'other', 'bonus', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'bonus', 'salary']
	Accuracy: 0.34036	Precision: 0.20871	Recall: 0.94150	F1: 0.34168	F2: 0.55311
	Total predictions: 11000	True positives: 1883	False positives: 7139	False negatives:  117	True negatives: 1861

['poi', 'restricted_stock_deferred', 'other', 'bonus', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'bonus', 'total_payments']
	Accuracy: 0.28408	Precision: 0.17005	Recall: 0.94150	F1: 0.28807	F2: 0.49363
	Total predictions: 13000	True positives: 1883	False positives: 9190	False negatives:  117	True negatives: 1810

['poi', 'restricted_stock_deferred', 'other', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'bonus', 'exercised_stock_options']
	Accuracy: 0.27662	Precision: 0.16899	Recall: 0.94500	F1: 0.28671	F2: 0.49260
	Total predictions: 13000	True positives: 1890	False positives: 9294	False negatives:  110	True negatives: 1706

['poi', 'restricted_stock_deferred', 'other', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.26157	Precision: 0.15523	Recall: 0.93850	F1: 0.26639	F2: 0.46710
	Total predictions: 14000	True positives: 1877	False positives: 10215	False negatives:  123	True negatives: 1785

['poi', 'restricted_stock_deferred', 'other', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.25914	Precision: 0.15621	Recall: 0.95100	F1: 0.26834	F2: 0.47135
	Total predictions: 14000	True positives: 1902	False positives: 10274	False negatives:   98	True negatives: 1726

['poi', 'restricted_stock_deferred', 'other', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.26729	Precision: 0.15763	Recall: 0.95050	F1: 0.27041	F2: 0.47383
	Total predictions: 14000	True positives: 1901	False positives: 10159	False negatives:   99	True negatives: 1841

['poi', 'restricted_stock_deferred', 'other', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'total_stock_value', 'salary']
	Accuracy: 0.26650	Precision: 0.15777	Recall: 0.95300	F1: 0.27072	F2: 0.47458
	Total predictions: 14000	True positives: 1906	False positives: 10175	False negatives:   94	True negatives: 1825

['poi', 'restricted_stock_deferred', 'other', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'total_stock_value', 'total_payments']
	Accuracy: 0.30693	Precision: 0.14906	Recall: 0.89150	F1: 0.25541	F2: 0.44660
	Total predictions: 15000	True positives: 1783	False positives: 10179	False negatives:  217	True negatives: 2821

['poi', 'restricted_stock_deferred', 'other', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.26986	Precision: 0.15867	Recall: 0.95550	F1: 0.27214	F2: 0.47670
	Total predictions: 14000	True positives: 1911	False positives: 10133	False negatives:   89	True negatives: 1867

['poi', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.30425	Precision: 0.17886	Recall: 0.88400	F1: 0.29752	F2: 0.49427
	Total predictions: 12000	True positives: 1768	False positives: 8117	False negatives:  232	True negatives: 1883

['poi', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.28115	Precision: 0.16858	Recall: 0.93400	F1: 0.28561	F2: 0.48949
	Total predictions: 13000	True positives: 1868	False positives: 9213	False negatives:  132	True negatives: 1787

['poi', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.30867	Precision: 0.18620	Recall: 0.93400	F1: 0.31051	F2: 0.51797
	Total predictions: 12000	True positives: 1868	False positives: 8164	False negatives:  132	True negatives: 1836

['poi', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.26493	Precision: 0.15697	Recall: 0.94850	F1: 0.26936	F2: 0.47224
	Total predictions: 14000	True positives: 1897	False positives: 10188	False negatives:  103	True negatives: 1812

['poi', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.25993	Precision: 0.15652	Recall: 0.95250	F1: 0.26886	F2: 0.47221
	Total predictions: 14000	True positives: 1905	False positives: 10266	False negatives:   95	True negatives: 1734

['poi', 'restricted_stock_deferred', 'other', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.28933	Precision: 0.17632	Recall: 0.88900	F1: 0.29427	F2: 0.49159
	Total predictions: 12000	True positives: 1778	False positives: 8306	False negatives:  222	True negatives: 1694

['poi', 'restricted_stock_deferred', 'other', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.29975	Precision: 0.17639	Recall: 0.87250	F1: 0.29345	F2: 0.48762
	Total predictions: 12000	True positives: 1745	False positives: 8148	False negatives:  255	True negatives: 1852

['poi', 'restricted_stock_deferred', 'other', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.26207	Precision: 0.15497	Recall: 0.93550	F1: 0.26590	F2: 0.46605
	Total predictions: 14000	True positives: 1871	False positives: 10202	False negatives:  129	True negatives: 1798

['poi', 'restricted_stock_deferred', 'other', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.26900	Precision: 0.15789	Recall: 0.95000	F1: 0.27077	F2: 0.47419
	Total predictions: 14000	True positives: 1900	False positives: 10134	False negatives:  100	True negatives: 1866

['poi', 'restricted_stock_deferred', 'other', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'restricted_stock', 'salary']
	Accuracy: 0.29900	Precision: 0.18501	Recall: 0.94150	F1: 0.30925	F2: 0.51793
	Total predictions: 12000	True positives: 1883	False positives: 8295	False negatives:  117	True negatives: 1705

['poi', 'restricted_stock_deferred', 'other', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'restricted_stock', 'total_payments']
	Accuracy: 0.26207	Precision: 0.15365	Recall: 0.92400	F1: 0.26349	F2: 0.46138
	Total predictions: 14000	True positives: 1848	False positives: 10179	False negatives:  152	True negatives: 1821

['poi', 'restricted_stock_deferred', 'other', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.26750	Precision: 0.15795	Recall: 0.95300	F1: 0.27099	F2: 0.47491
	Total predictions: 14000	True positives: 1906	False positives: 10161	False negatives:   94	True negatives: 1839

['poi', 'restricted_stock_deferred', 'other', 'salary', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'salary', 'total_payments']
	Accuracy: 0.28108	Precision: 0.16969	Recall: 0.94350	F1: 0.28765	F2: 0.49346
	Total predictions: 13000	True positives: 1887	False positives: 9233	False negatives:  113	True negatives: 1767

['poi', 'restricted_stock_deferred', 'other', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'salary', 'exercised_stock_options']
	Accuracy: 0.27654	Precision: 0.16898	Recall: 0.94500	F1: 0.28669	F2: 0.49257
	Total predictions: 13000	True positives: 1890	False positives: 9295	False negatives:  110	True negatives: 1705

['poi', 'restricted_stock_deferred', 'other', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'other', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.29800	Precision: 0.15679	Recall: 0.89400	F1: 0.26679	F2: 0.46073
	Total predictions: 14000	True positives: 1788	False positives: 9616	False negatives:  212	True negatives: 2384

['poi', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees', 'bonus']
	Accuracy: 0.45927	Precision: 0.25164	Recall: 1.00000	F1: 0.40209	F2: 0.62704
	Total predictions: 11000	True positives: 2000	False positives: 5948	False negatives:    0	True negatives: 3052

['poi', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.34543	Precision: 0.17915	Recall: 1.00000	F1: 0.30386	F2: 0.52181
	Total predictions: 14000	True positives: 2000	False positives: 9164	False negatives:    0	True negatives: 2836

['poi', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.41860	Precision: 0.14676	Recall: 1.00000	F1: 0.25595	F2: 0.46236
	Total predictions: 10000	True positives: 1000	False positives: 5814	False negatives:    0	True negatives: 3186

['poi', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.45344	Precision: 0.16186	Recall: 0.93800	F1: 0.27609	F2: 0.47882
	Total predictions: 9000	True positives:  938	False positives: 4857	False negatives:   62	True negatives: 3143

['poi', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.38469	Precision: 0.19936	Recall: 0.99450	F1: 0.33214	F2: 0.55321
	Total predictions: 13000	True positives: 1989	False positives: 7988	False negatives:   11	True negatives: 3012

['poi', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees', 'salary']
	Accuracy: 0.41467	Precision: 0.22070	Recall: 0.99250	F1: 0.36111	F2: 0.58403
	Total predictions: 12000	True positives: 1985	False positives: 7009	False negatives:   15	True negatives: 2991

['poi', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees', 'total_payments']
	Accuracy: 0.36331	Precision: 0.18861	Recall: 0.95050	F1: 0.31476	F2: 0.52575
	Total predictions: 13000	True positives: 1901	False positives: 8178	False negatives:   99	True negatives: 2822

['poi', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.33967	Precision: 0.11206	Recall: 1.00000	F1: 0.20153	F2: 0.38688
	Total predictions: 12000	True positives: 1000	False positives: 7924	False negatives:    0	True negatives: 3076

['poi', 'restricted_stock_deferred', 'director_fees', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'bonus', 'total_stock_value']
	Accuracy: 0.34821	Precision: 0.17978	Recall: 1.00000	F1: 0.30476	F2: 0.52288
	Total predictions: 14000	True positives: 2000	False positives: 9125	False negatives:    0	True negatives: 2875

['poi', 'restricted_stock_deferred', 'director_fees', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.40583	Precision: 0.21906	Recall: 1.00000	F1: 0.35939	F2: 0.58377
	Total predictions: 12000	True positives: 2000	False positives: 7130	False negatives:    0	True negatives: 2870

['poi', 'restricted_stock_deferred', 'director_fees', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.40583	Precision: 0.21134	Recall: 0.93900	F1: 0.34503	F2: 0.55608
	Total predictions: 12000	True positives: 1878	False positives: 7008	False negatives:  122	True negatives: 2992

['poi', 'restricted_stock_deferred', 'director_fees', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'bonus', 'restricted_stock']
	Accuracy: 0.38292	Precision: 0.19890	Recall: 0.99450	F1: 0.33150	F2: 0.55250
	Total predictions: 13000	True positives: 1989	False positives: 8011	False negatives:   11	True negatives: 2989

['poi', 'restricted_stock_deferred', 'director_fees', 'bonus', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'bonus', 'salary']
	Accuracy: 0.41483	Precision: 0.22081	Recall: 0.99300	F1: 0.36129	F2: 0.58432
	Total predictions: 12000	True positives: 1986	False positives: 7008	False negatives:   14	True negatives: 2992

['poi', 'restricted_stock_deferred', 'director_fees', 'bonus', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'bonus', 'total_payments']
	Accuracy: 0.36338	Precision: 0.18863	Recall: 0.95050	F1: 0.31479	F2: 0.52578
	Total predictions: 13000	True positives: 1901	False positives: 8177	False negatives:   99	True negatives: 2823

['poi', 'restricted_stock_deferred', 'director_fees', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'bonus', 'exercised_stock_options']
	Accuracy: 0.35614	Precision: 0.18159	Recall: 1.00000	F1: 0.30736	F2: 0.52593
	Total predictions: 14000	True positives: 2000	False positives: 9014	False negatives:    0	True negatives: 2986

['poi', 'restricted_stock_deferred', 'director_fees', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.34120	Precision: 0.16832	Recall: 1.00000	F1: 0.28814	F2: 0.50297
	Total predictions: 15000	True positives: 2000	False positives: 9882	False negatives:    0	True negatives: 3118

['poi', 'restricted_stock_deferred', 'director_fees', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.35000	Precision: 0.18018	Recall: 1.00000	F1: 0.30534	F2: 0.52356
	Total predictions: 14000	True positives: 2000	False positives: 9100	False negatives:    0	True negatives: 2900

['poi', 'restricted_stock_deferred', 'director_fees', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.34543	Precision: 0.17915	Recall: 1.00000	F1: 0.30386	F2: 0.52181
	Total predictions: 14000	True positives: 2000	False positives: 9164	False negatives:    0	True negatives: 2836

['poi', 'restricted_stock_deferred', 'director_fees', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'total_stock_value', 'salary']
	Accuracy: 0.34127	Precision: 0.16834	Recall: 1.00000	F1: 0.28816	F2: 0.50299
	Total predictions: 15000	True positives: 2000	False positives: 9881	False negatives:    0	True negatives: 3119

['poi', 'restricted_stock_deferred', 'director_fees', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'total_stock_value', 'total_payments']
	Accuracy: 0.32660	Precision: 0.16022	Recall: 0.95500	F1: 0.27441	F2: 0.47939
	Total predictions: 15000	True positives: 1910	False positives: 10011	False negatives:   90	True negatives: 2989

['poi', 'restricted_stock_deferred', 'director_fees', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.34543	Precision: 0.17915	Recall: 1.00000	F1: 0.30386	F2: 0.52181
	Total predictions: 14000	True positives: 2000	False positives: 9164	False negatives:    0	True negatives: 2836

['poi', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.40630	Precision: 0.13661	Recall: 0.92800	F1: 0.23816	F2: 0.42991
	Total predictions: 10000	True positives:  928	False positives: 5865	False negatives:   72	True negatives: 3135

['poi', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.37692	Precision: 0.19766	Recall: 0.99700	F1: 0.32991	F2: 0.55119
	Total predictions: 13000	True positives: 1994	False positives: 8094	False negatives:    6	True negatives: 2906

['poi', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.38600	Precision: 0.19940	Recall: 0.99200	F1: 0.33205	F2: 0.55265
	Total predictions: 13000	True positives: 1984	False positives: 7966	False negatives:   16	True negatives: 3034

['poi', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.35050	Precision: 0.17466	Recall: 0.95200	F1: 0.29517	F2: 0.50368
	Total predictions: 14000	True positives: 1904	False positives: 8997	False negatives:   96	True negatives: 3003

['poi', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.35700	Precision: 0.18179	Recall: 1.00000	F1: 0.30764	F2: 0.52626
	Total predictions: 14000	True positives: 2000	False positives: 9002	False negatives:    0	True negatives: 2998

['poi', 'restricted_stock_deferred', 'director_fees', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.37523	Precision: 0.19255	Recall: 0.95850	F1: 0.32068	F2: 0.53380
	Total predictions: 13000	True positives: 1917	False positives: 8039	False negatives:   83	True negatives: 2961

['poi', 'restricted_stock_deferred', 'director_fees', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.37531	Precision: 0.18875	Recall: 0.92800	F1: 0.31370	F2: 0.52038
	Total predictions: 13000	True positives: 1856	False positives: 7977	False negatives:  144	True negatives: 3023

['poi', 'restricted_stock_deferred', 'director_fees', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.35129	Precision: 0.17490	Recall: 0.95250	F1: 0.29553	F2: 0.50418
	Total predictions: 14000	True positives: 1905	False positives: 8987	False negatives:   95	True negatives: 3013

['poi', 'restricted_stock_deferred', 'director_fees', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.36969	Precision: 0.19619	Recall: 1.00000	F1: 0.32803	F2: 0.54963
	Total predictions: 13000	True positives: 2000	False positives: 8194	False negatives:    0	True negatives: 2806

['poi', 'restricted_stock_deferred', 'director_fees', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'restricted_stock', 'salary']
	Accuracy: 0.37292	Precision: 0.19677	Recall: 0.99800	F1: 0.32872	F2: 0.55004
	Total predictions: 13000	True positives: 1996	False positives: 8148	False negatives:    4	True negatives: 2852

['poi', 'restricted_stock_deferred', 'director_fees', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'restricted_stock', 'total_payments']
	Accuracy: 0.33950	Precision: 0.17164	Recall: 0.94700	F1: 0.29060	F2: 0.49750
	Total predictions: 14000	True positives: 1894	False positives: 9141	False negatives:  106	True negatives: 2859

['poi', 'restricted_stock_deferred', 'director_fees', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.34550	Precision: 0.17916	Recall: 1.00000	F1: 0.30388	F2: 0.52184
	Total predictions: 14000	True positives: 2000	False positives: 9163	False negatives:    0	True negatives: 2837

['poi', 'restricted_stock_deferred', 'director_fees', 'salary', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'salary', 'total_payments']
	Accuracy: 0.36315	Precision: 0.18839	Recall: 0.94900	F1: 0.31437	F2: 0.52503
	Total predictions: 13000	True positives: 1898	False positives: 8177	False negatives:  102	True negatives: 2823

['poi', 'restricted_stock_deferred', 'director_fees', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'salary', 'exercised_stock_options']
	Accuracy: 0.35436	Precision: 0.18118	Recall: 1.00000	F1: 0.30677	F2: 0.52524
	Total predictions: 14000	True positives: 2000	False positives: 9039	False negatives:    0	True negatives: 2961

['poi', 'restricted_stock_deferred', 'director_fees', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'director_fees', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.33153	Precision: 0.16048	Recall: 0.94850	F1: 0.27451	F2: 0.47853
	Total predictions: 15000	True positives: 1897	False positives: 9924	False negatives:  103	True negatives: 3076

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'bonus', 'total_stock_value']
	Accuracy: 0.28662	Precision: 0.17740	Recall: 1.00000	F1: 0.30134	F2: 0.51883
	Total predictions: 13000	True positives: 2000	False positives: 9274	False negatives:    0	True negatives: 1726

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.33718	Precision: 0.21526	Recall: 1.00000	F1: 0.35426	F2: 0.57834
	Total predictions: 11000	True positives: 2000	False positives: 7291	False negatives:    0	True negatives: 1709

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.33309	Precision: 0.20623	Recall: 0.93650	F1: 0.33803	F2: 0.54824
	Total predictions: 11000	True positives: 1873	False positives: 7209	False negatives:  127	True negatives: 1791

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'bonus', 'restricted_stock']
	Accuracy: 0.31667	Precision: 0.19560	Recall: 0.99600	F1: 0.32699	F2: 0.54773
	Total predictions: 12000	True positives: 1992	False positives: 8192	False negatives:    8	True negatives: 1808

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'bonus', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'bonus', 'salary']
	Accuracy: 0.34727	Precision: 0.21750	Recall: 0.99700	F1: 0.35709	F2: 0.58073
	Total predictions: 11000	True positives: 1994	False positives: 7174	False negatives:    6	True negatives: 1826

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'bonus', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'bonus', 'total_payments']
	Accuracy: 0.27723	Precision: 0.17035	Recall: 0.95550	F1: 0.28915	F2: 0.49719
	Total predictions: 13000	True positives: 1911	False positives: 9307	False negatives:   89	True negatives: 1693

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'bonus', 'exercised_stock_options']
	Accuracy: 0.28800	Precision: 0.17768	Recall: 1.00000	F1: 0.30175	F2: 0.51932
	Total predictions: 13000	True positives: 2000	False positives: 9256	False negatives:    0	True negatives: 1744

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.27364	Precision: 0.16435	Recall: 1.00000	F1: 0.28231	F2: 0.49581
	Total predictions: 14000	True positives: 2000	False positives: 10169	False negatives:    0	True negatives: 1831

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.28600	Precision: 0.17727	Recall: 1.00000	F1: 0.30116	F2: 0.51862
	Total predictions: 13000	True positives: 2000	False positives: 9282	False negatives:    0	True negatives: 1718

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.28562	Precision: 0.17720	Recall: 1.00000	F1: 0.30105	F2: 0.51848
	Total predictions: 13000	True positives: 2000	False positives: 9287	False negatives:    0	True negatives: 1713

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value', 'salary']
	Accuracy: 0.27157	Precision: 0.16396	Recall: 1.00000	F1: 0.28173	F2: 0.49510
	Total predictions: 14000	True positives: 2000	False positives: 10198	False negatives:    0	True negatives: 1802

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value', 'total_payments']
	Accuracy: 0.24827	Precision: 0.14525	Recall: 0.94950	F1: 0.25196	F2: 0.45056
	Total predictions: 15000	True positives: 1899	False positives: 11175	False negatives:  101	True negatives: 1825

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.28562	Precision: 0.17720	Recall: 1.00000	F1: 0.30105	F2: 0.51848
	Total predictions: 13000	True positives: 2000	False positives: 9287	False negatives:    0	True negatives: 1713

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.31167	Precision: 0.13328	Recall: 0.94400	F1: 0.23358	F2: 0.42588
	Total predictions: 9000	True positives:  944	False positives: 6139	False negatives:   56	True negatives: 1861

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.30225	Precision: 0.19245	Recall: 0.99700	F1: 0.32263	F2: 0.54300
	Total predictions: 12000	True positives: 1994	False positives: 8367	False negatives:    6	True negatives: 1633

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.31025	Precision: 0.19354	Recall: 0.99100	F1: 0.32383	F2: 0.54328
	Total predictions: 12000	True positives: 1982	False positives: 8259	False negatives:   18	True negatives: 1741

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.26336	Precision: 0.15708	Recall: 0.95200	F1: 0.26967	F2: 0.47314
	Total predictions: 14000	True positives: 1904	False positives: 10217	False negatives:   96	True negatives: 1783

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.29008	Precision: 0.17811	Recall: 1.00000	F1: 0.30237	F2: 0.52005
	Total predictions: 13000	True positives: 2000	False positives: 9229	False negatives:    0	True negatives: 1771

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.31500	Precision: 0.19384	Recall: 0.98450	F1: 0.32390	F2: 0.54219
	Total predictions: 12000	True positives: 1969	False positives: 8189	False negatives:   31	True negatives: 1811

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.30742	Precision: 0.18561	Recall: 0.93150	F1: 0.30955	F2: 0.51644
	Total predictions: 12000	True positives: 1863	False positives: 8174	False negatives:  137	True negatives: 1826

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.26064	Precision: 0.15580	Recall: 0.94500	F1: 0.26750	F2: 0.46943
	Total predictions: 14000	True positives: 1890	False positives: 10241	False negatives:  110	True negatives: 1759

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.30292	Precision: 0.19296	Recall: 1.00000	F1: 0.32349	F2: 0.54451
	Total predictions: 12000	True positives: 2000	False positives: 8365	False negatives:    0	True negatives: 1635

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'restricted_stock', 'salary']
	Accuracy: 0.30758	Precision: 0.19341	Recall: 0.99500	F1: 0.32387	F2: 0.54404
	Total predictions: 12000	True positives: 1990	False positives: 8299	False negatives:   10	True negatives: 1701

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'restricted_stock', 'total_payments']
	Accuracy: 0.25329	Precision: 0.15426	Recall: 0.94300	F1: 0.26515	F2: 0.46623
	Total predictions: 14000	True positives: 1886	False positives: 10340	False negatives:  114	True negatives: 1660

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.28562	Precision: 0.17720	Recall: 1.00000	F1: 0.30105	F2: 0.51848
	Total predictions: 13000	True positives: 2000	False positives: 9287	False negatives:    0	True negatives: 1713

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'salary', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'salary', 'total_payments']
	Accuracy: 0.27700	Precision: 0.17013	Recall: 0.95400	F1: 0.28876	F2: 0.49649
	Total predictions: 13000	True positives: 1908	False positives: 9307	False negatives:   92	True negatives: 1693

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'salary', 'exercised_stock_options']
	Accuracy: 0.28354	Precision: 0.17677	Recall: 1.00000	F1: 0.30044	F2: 0.51776
	Total predictions: 13000	True positives: 2000	False positives: 9314	False negatives:    0	True negatives: 1686

['poi', 'restricted_stock_deferred', 'resto_dirfees', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'resto_dirfees', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.25371	Precision: 0.15445	Recall: 0.94400	F1: 0.26547	F2: 0.46677
	Total predictions: 14000	True positives: 1888	False positives: 10336	False negatives:  112	True negatives: 1664

['poi', 'restricted_stock_deferred', 'bonus', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'restricted_stock_deferred', 'bonus', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.27364	Precision: 0.16435	Recall: 1.00000	F1: 0.28231	F2: 0.49581
	Total predictions: 14000	True positives: 2000	False positives: 10169	False negatives:    0	True negatives: 1831

['poi', 'restricted_stock_deferred', 'bonus', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'bonus', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.27364	Precision: 0.16435	Recall: 1.00000	F1: 0.28231	F2: 0.49581
	Total predictions: 14000	True positives: 2000	False positives: 10169	False negatives:    0	True negatives: 1831

['poi', 'restricted_stock_deferred', 'bonus', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'bonus', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.28669	Precision: 0.17742	Recall: 1.00000	F1: 0.30136	F2: 0.51886
	Total predictions: 13000	True positives: 2000	False positives: 9273	False negatives:    0	True negatives: 1727

['poi', 'restricted_stock_deferred', 'bonus', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'bonus', 'total_stock_value', 'salary']
	Accuracy: 0.27157	Precision: 0.16396	Recall: 1.00000	F1: 0.28173	F2: 0.49510
	Total predictions: 14000	True positives: 2000	False positives: 10198	False negatives:    0	True negatives: 1802

['poi', 'restricted_stock_deferred', 'bonus', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'bonus', 'total_stock_value', 'total_payments']
	Accuracy: 0.29907	Precision: 0.14951	Recall: 0.90800	F1: 0.25675	F2: 0.45071
	Total predictions: 15000	True positives: 1816	False positives: 10330	False negatives:  184	True negatives: 2670

['poi', 'restricted_stock_deferred', 'bonus', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'bonus', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.28685	Precision: 0.17739	Recall: 0.99950	F1: 0.30130	F2: 0.51871
	Total predictions: 13000	True positives: 1999	False positives: 9270	False negatives:    1	True negatives: 1730

['poi', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.33173	Precision: 0.20602	Recall: 0.93750	F1: 0.33781	F2: 0.54821
	Total predictions: 11000	True positives: 1875	False positives: 7226	False negatives:  125	True negatives: 1774

['poi', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.30867	Precision: 0.19395	Recall: 0.99750	F1: 0.32476	F2: 0.54550
	Total predictions: 12000	True positives: 1995	False positives: 8291	False negatives:    5	True negatives: 1709

['poi', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.31042	Precision: 0.19369	Recall: 0.99200	F1: 0.32410	F2: 0.54377
	Total predictions: 12000	True positives: 1984	False positives: 8259	False negatives:   16	True negatives: 1741

['poi', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.26336	Precision: 0.15708	Recall: 0.95200	F1: 0.26967	F2: 0.47314
	Total predictions: 14000	True positives: 1904	False positives: 10217	False negatives:   96	True negatives: 1783

['poi', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.28031	Precision: 0.17612	Recall: 1.00000	F1: 0.29949	F2: 0.51664
	Total predictions: 13000	True positives: 2000	False positives: 9356	False negatives:    0	True negatives: 1644

['poi', 'restricted_stock_deferred', 'bonus', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'bonus', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.29900	Precision: 0.18550	Recall: 0.94550	F1: 0.31015	F2: 0.51968
	Total predictions: 12000	True positives: 1891	False positives: 8303	False negatives:  109	True negatives: 1697

['poi', 'restricted_stock_deferred', 'bonus', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'bonus', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.30892	Precision: 0.18613	Recall: 0.93300	F1: 0.31035	F2: 0.51761
	Total predictions: 12000	True positives: 1866	False positives: 8159	False negatives:  134	True negatives: 1841

['poi', 'restricted_stock_deferred', 'bonus', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'bonus', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.26057	Precision: 0.15573	Recall: 0.94450	F1: 0.26737	F2: 0.46920
	Total predictions: 14000	True positives: 1889	False positives: 10241	False negatives:  111	True negatives: 1759

['poi', 'restricted_stock_deferred', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.28354	Precision: 0.17677	Recall: 1.00000	F1: 0.30044	F2: 0.51776
	Total predictions: 13000	True positives: 2000	False positives: 9314	False negatives:    0	True negatives: 1686

['poi', 'restricted_stock_deferred', 'bonus', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'bonus', 'restricted_stock', 'salary']
	Accuracy: 0.30775	Precision: 0.19345	Recall: 0.99500	F1: 0.32392	F2: 0.54410
	Total predictions: 12000	True positives: 1990	False positives: 8297	False negatives:   10	True negatives: 1703

['poi', 'restricted_stock_deferred', 'bonus', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'bonus', 'restricted_stock', 'total_payments']
	Accuracy: 0.25786	Precision: 0.15405	Recall: 0.93400	F1: 0.26448	F2: 0.46408
	Total predictions: 14000	True positives: 1868	False positives: 10258	False negatives:  132	True negatives: 1742

['poi', 'restricted_stock_deferred', 'bonus', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'bonus', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.28669	Precision: 0.17742	Recall: 1.00000	F1: 0.30136	F2: 0.51886
	Total predictions: 13000	True positives: 2000	False positives: 9273	False negatives:    0	True negatives: 1727

['poi', 'restricted_stock_deferred', 'bonus', 'salary', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'bonus', 'salary', 'total_payments']
	Accuracy: 0.27738	Precision: 0.17021	Recall: 0.95400	F1: 0.28887	F2: 0.49662
	Total predictions: 13000	True positives: 1908	False positives: 9302	False negatives:   92	True negatives: 1698

['poi', 'restricted_stock_deferred', 'bonus', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'bonus', 'salary', 'exercised_stock_options']
	Accuracy: 0.28354	Precision: 0.17677	Recall: 1.00000	F1: 0.30044	F2: 0.51776
	Total predictions: 13000	True positives: 2000	False positives: 9314	False negatives:    0	True negatives: 1686

['poi', 'restricted_stock_deferred', 'bonus', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'bonus', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.29443	Precision: 0.15742	Recall: 0.90500	F1: 0.26819	F2: 0.46415
	Total predictions: 14000	True positives: 1810	False positives: 9688	False negatives:  190	True negatives: 2312

['poi', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.27364	Precision: 0.16435	Recall: 1.00000	F1: 0.28231	F2: 0.49581
	Total predictions: 14000	True positives: 2000	False positives: 10169	False negatives:    0	True negatives: 1831

['poi', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.27364	Precision: 0.16435	Recall: 1.00000	F1: 0.28231	F2: 0.49581
	Total predictions: 14000	True positives: 2000	False positives: 10169	False negatives:    0	True negatives: 1831

['poi', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.26393	Precision: 0.16254	Recall: 1.00000	F1: 0.27962	F2: 0.49249
	Total predictions: 14000	True positives: 2000	False positives: 10305	False negatives:    0	True negatives: 1695

['poi', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.25093	Precision: 0.14521	Recall: 0.94500	F1: 0.25173	F2: 0.44966
	Total predictions: 15000	True positives: 1890	False positives: 11126	False negatives:  110	True negatives: 1874

['poi', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.27364	Precision: 0.16435	Recall: 1.00000	F1: 0.28231	F2: 0.49581
	Total predictions: 14000	True positives: 2000	False positives: 10169	False negatives:    0	True negatives: 1831

['poi', 'restricted_stock_deferred', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.28600	Precision: 0.17727	Recall: 1.00000	F1: 0.30116	F2: 0.51862
	Total predictions: 13000	True positives: 2000	False positives: 9282	False negatives:    0	True negatives: 1718

['poi', 'restricted_stock_deferred', 'total_stock_value', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'total_stock_value', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.26393	Precision: 0.16254	Recall: 1.00000	F1: 0.27962	F2: 0.49249
	Total predictions: 14000	True positives: 2000	False positives: 10305	False negatives:    0	True negatives: 1695

['poi', 'restricted_stock_deferred', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.25147	Precision: 0.14519	Recall: 0.94400	F1: 0.25167	F2: 0.44944
	Total predictions: 15000	True positives: 1888	False positives: 11116	False negatives:  112	True negatives: 1884

['poi', 'restricted_stock_deferred', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.28600	Precision: 0.17727	Recall: 1.00000	F1: 0.30116	F2: 0.51862
	Total predictions: 13000	True positives: 2000	False positives: 9282	False negatives:    0	True negatives: 1718

['poi', 'restricted_stock_deferred', 'total_stock_value', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'total_stock_value', 'restricted_stock', 'salary']
	Accuracy: 0.27157	Precision: 0.16396	Recall: 1.00000	F1: 0.28173	F2: 0.49510
	Total predictions: 14000	True positives: 2000	False positives: 10198	False negatives:    0	True negatives: 1802

['poi', 'restricted_stock_deferred', 'total_stock_value', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'total_stock_value', 'restricted_stock', 'total_payments']
	Accuracy: 0.29787	Precision: 0.14860	Recall: 0.90200	F1: 0.25516	F2: 0.44786
	Total predictions: 15000	True positives: 1804	False positives: 10336	False negatives:  196	True negatives: 2664

['poi', 'restricted_stock_deferred', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.28608	Precision: 0.17717	Recall: 0.99900	F1: 0.30097	F2: 0.51823
	Total predictions: 13000	True positives: 1998	False positives: 9279	False negatives:    2	True negatives: 1721

['poi', 'restricted_stock_deferred', 'total_stock_value', 'salary', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'total_stock_value', 'salary', 'total_payments']
	Accuracy: 0.28153	Precision: 0.14945	Recall: 0.93550	F1: 0.25773	F2: 0.45592
	Total predictions: 15000	True positives: 1871	False positives: 10648	False negatives:  129	True negatives: 2352

['poi', 'restricted_stock_deferred', 'total_stock_value', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'total_stock_value', 'salary', 'exercised_stock_options']
	Accuracy: 0.27157	Precision: 0.16396	Recall: 1.00000	F1: 0.28173	F2: 0.49510
	Total predictions: 14000	True positives: 2000	False positives: 10198	False negatives:    0	True negatives: 1802

['poi', 'restricted_stock_deferred', 'total_stock_value', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'total_stock_value', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.30720	Precision: 0.14893	Recall: 0.89000	F1: 0.25516	F2: 0.44607
	Total predictions: 15000	True positives: 1780	False positives: 10172	False negatives:  220	True negatives: 2828

['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.29050	Precision: 0.18112	Recall: 0.92500	F1: 0.30293	F2: 0.50785
	Total predictions: 12000	True positives: 1850	False positives: 8364	False negatives:  150	True negatives: 1636

['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.30792	Precision: 0.18591	Recall: 0.93300	F1: 0.31004	F2: 0.51727
	Total predictions: 12000	True positives: 1866	False positives: 8171	False negatives:  134	True negatives: 1829

['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.25936	Precision: 0.15602	Recall: 0.94900	F1: 0.26798	F2: 0.47062
	Total predictions: 14000	True positives: 1898	False positives: 10267	False negatives:  102	True negatives: 1733

['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.28931	Precision: 0.17795	Recall: 1.00000	F1: 0.30214	F2: 0.51978
	Total predictions: 13000	True positives: 2000	False positives: 9239	False negatives:    0	True negatives: 1761

['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'restricted_stock', 'salary']
	Accuracy: 0.30250	Precision: 0.19179	Recall: 0.99100	F1: 0.32139	F2: 0.54053
	Total predictions: 12000	True positives: 1982	False positives: 8352	False negatives:   18	True negatives: 1648

['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']
	Accuracy: 0.25571	Precision: 0.15509	Recall: 0.94650	F1: 0.26651	F2: 0.46843
	Total predictions: 14000	True positives: 1893	False positives: 10313	False negatives:  107	True negatives: 1687

['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.27364	Precision: 0.16435	Recall: 1.00000	F1: 0.28231	F2: 0.49581
	Total predictions: 14000	True positives: 2000	False positives: 10169	False negatives:    0	True negatives: 1831

['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'salary', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'salary', 'total_payments']
	Accuracy: 0.26286	Precision: 0.15660	Recall: 0.94850	F1: 0.26881	F2: 0.47156
	Total predictions: 14000	True positives: 1897	False positives: 10217	False negatives:  103	True negatives: 1783

['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']
	Accuracy: 0.27143	Precision: 0.16393	Recall: 1.00000	F1: 0.28169	F2: 0.49505
	Total predictions: 14000	True positives: 2000	False positives: 10200	False negatives:    0	True negatives: 1800

['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.25073	Precision: 0.14512	Recall: 0.94450	F1: 0.25158	F2: 0.44940
	Total predictions: 15000	True positives: 1889	False positives: 11128	False negatives:  111	True negatives: 1872

['poi', 'restricted_stock_deferred', 'from_this_person_to_poi', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_this_person_to_poi', 'restricted_stock', 'salary']
	Accuracy: 0.29767	Precision: 0.18397	Recall: 0.93550	F1: 0.30748	F2: 0.51486
	Total predictions: 12000	True positives: 1871	False positives: 8299	False negatives:  129	True negatives: 1701

['poi', 'restricted_stock_deferred', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']
	Accuracy: 0.25221	Precision: 0.15311	Recall: 0.93450	F1: 0.26311	F2: 0.46246
	Total predictions: 14000	True positives: 1869	False positives: 10338	False negatives:  131	True negatives: 1662

['poi', 'restricted_stock_deferred', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.28600	Precision: 0.17727	Recall: 1.00000	F1: 0.30116	F2: 0.51862
	Total predictions: 13000	True positives: 2000	False positives: 9282	False negatives:    0	True negatives: 1718

['poi', 'restricted_stock_deferred', 'from_this_person_to_poi', 'salary', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_this_person_to_poi', 'salary', 'total_payments']
	Accuracy: 0.25964	Precision: 0.15482	Recall: 0.93800	F1: 0.26578	F2: 0.46627
	Total predictions: 14000	True positives: 1876	False positives: 10241	False negatives:  124	True negatives: 1759

['poi', 'restricted_stock_deferred', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']
	Accuracy: 0.27371	Precision: 0.16437	Recall: 1.00000	F1: 0.28233	F2: 0.49583
	Total predictions: 14000	True positives: 2000	False positives: 10168	False negatives:    0	True negatives: 1832

['poi', 'restricted_stock_deferred', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.25227	Precision: 0.14521	Recall: 0.94300	F1: 0.25167	F2: 0.44930
	Total predictions: 15000	True positives: 1886	False positives: 11102	False negatives:  114	True negatives: 1898

['poi', 'restricted_stock_deferred', 'restricted_stock', 'salary', 'total_payments']
GaussianNB()
['poi', 'restricted_stock_deferred', 'restricted_stock', 'salary', 'total_payments']
	Accuracy: 0.25500	Precision: 0.15383	Recall: 0.93650	F1: 0.26425	F2: 0.46417
	Total predictions: 14000	True positives: 1873	False positives: 10303	False negatives:  127	True negatives: 1697

['poi', 'restricted_stock_deferred', 'restricted_stock', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'restricted_stock', 'salary', 'exercised_stock_options']
	Accuracy: 0.27157	Precision: 0.16396	Recall: 1.00000	F1: 0.28173	F2: 0.49510
	Total predictions: 14000	True positives: 2000	False positives: 10198	False negatives:    0	True negatives: 1802

['poi', 'restricted_stock_deferred', 'restricted_stock', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'restricted_stock', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.30200	Precision: 0.14919	Recall: 0.90050	F1: 0.25597	F2: 0.44863
	Total predictions: 15000	True positives: 1801	False positives: 10271	False negatives:  199	True negatives: 2729

['poi', 'restricted_stock_deferred', 'salary', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock_deferred', 'salary', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.28436	Precision: 0.15775	Recall: 0.92400	F1: 0.26949	F2: 0.46868
	Total predictions: 14000	True positives: 1848	False positives: 9867	False negatives:  152	True negatives: 2133

['poi', 'shared_receipt_with_poi', 'from_messages', 'other', 'director_fees']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'other', 'director_fees']
	Accuracy: 0.29715	Precision: 0.16534	Recall: 0.88150	F1: 0.27845	F2: 0.47232
	Total predictions: 13000	True positives: 1763	False positives: 8900	False negatives:  237	True negatives: 2100

['poi', 'shared_receipt_with_poi', 'from_messages', 'other', 'resto_dirfees']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'other', 'resto_dirfees']
	Accuracy: 0.21542	Precision: 0.16132	Recall: 0.88300	F1: 0.27280	F2: 0.46604
	Total predictions: 12000	True positives: 1766	False positives: 9181	False negatives:  234	True negatives:  819

['poi', 'shared_receipt_with_poi', 'from_messages', 'other', 'bonus']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'other', 'bonus']
	Accuracy: 0.78067	Precision: 0.20956	Recall: 0.11400	F1: 0.14767	F2: 0.12544
	Total predictions: 12000	True positives:  228	False positives:  860	False negatives: 1772	True negatives: 9140

['poi', 'shared_receipt_with_poi', 'from_messages', 'other', 'total_stock_value']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'other', 'total_stock_value']
	Accuracy: 0.83607	Precision: 0.35582	Recall: 0.18200	F1: 0.24082	F2: 0.20171
	Total predictions: 14000	True positives:  364	False positives:  659	False negatives: 1636	True negatives: 11341

['poi', 'shared_receipt_with_poi', 'from_messages', 'other', 'from_poi_to_this_person']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'other', 'from_poi_to_this_person']
	Accuracy: 0.75733	Precision: 0.06069	Recall: 0.03150	F1: 0.04147	F2: 0.03485
	Total predictions: 12000	True positives:   63	False positives:  975	False negatives: 1937	True negatives: 9025

['poi', 'shared_receipt_with_poi', 'from_messages', 'other', 'from_this_person_to_poi']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'other', 'from_this_person_to_poi']
	Accuracy: 0.73783	Precision: 0.05443	Recall: 0.03500	F1: 0.04260	F2: 0.03769
	Total predictions: 12000	True positives:   70	False positives: 1216	False negatives: 1930	True negatives: 8784

['poi', 'shared_receipt_with_poi', 'from_messages', 'other', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'other', 'restricted_stock']
	Accuracy: 0.79038	Precision: 0.12972	Recall: 0.06350	F1: 0.08526	F2: 0.07072
	Total predictions: 13000	True positives:  127	False positives:  852	False negatives: 1873	True negatives: 10148

['poi', 'shared_receipt_with_poi', 'from_messages', 'other', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'other', 'salary']
	Accuracy: 0.77992	Precision: 0.13119	Recall: 0.05700	F1: 0.07947	F2: 0.06427
	Total predictions: 12000	True positives:  114	False positives:  755	False negatives: 1886	True negatives: 9245

['poi', 'shared_receipt_with_poi', 'from_messages', 'other', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'other', 'total_payments']
	Accuracy: 0.80957	Precision: 0.05952	Recall: 0.02250	F1: 0.03266	F2: 0.02570
	Total predictions: 14000	True positives:   45	False positives:  711	False negatives: 1955	True negatives: 11289

['poi', 'shared_receipt_with_poi', 'from_messages', 'other', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'other', 'exercised_stock_options']
	Accuracy: 0.83357	Precision: 0.34492	Recall: 0.18350	F1: 0.23956	F2: 0.20245
	Total predictions: 14000	True positives:  367	False positives:  697	False negatives: 1633	True negatives: 11303

['poi', 'shared_receipt_with_poi', 'from_messages', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'director_fees', 'resto_dirfees']
	Accuracy: 0.29040	Precision: 0.11805	Recall: 0.94200	F1: 0.20980	F2: 0.39316
	Total predictions: 10000	True positives:  942	False positives: 7038	False negatives:   58	True negatives: 1962

['poi', 'shared_receipt_with_poi', 'from_messages', 'director_fees', 'bonus']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'director_fees', 'bonus']
	Accuracy: 0.31608	Precision: 0.18762	Recall: 0.93200	F1: 0.31236	F2: 0.51965
	Total predictions: 12000	True positives: 1864	False positives: 8071	False negatives:  136	True negatives: 1929

['poi', 'shared_receipt_with_poi', 'from_messages', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'director_fees', 'total_stock_value']
	Accuracy: 0.28460	Precision: 0.15062	Recall: 0.94100	F1: 0.25968	F2: 0.45914
	Total predictions: 15000	True positives: 1882	False positives: 10613	False negatives:  118	True negatives: 2387

['poi', 'shared_receipt_with_poi', 'from_messages', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.29000	Precision: 0.11741	Recall: 0.93600	F1: 0.20865	F2: 0.39091
	Total predictions: 10000	True positives:  936	False positives: 7036	False negatives:   64	True negatives: 1964

['poi', 'shared_receipt_with_poi', 'from_messages', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.28610	Precision: 0.11501	Recall: 0.91700	F1: 0.20439	F2: 0.38294
	Total predictions: 10000	True positives:  917	False positives: 7056	False negatives:   83	True negatives: 1944

['poi', 'shared_receipt_with_poi', 'from_messages', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'director_fees', 'restricted_stock']
	Accuracy: 0.28157	Precision: 0.15746	Recall: 0.92600	F1: 0.26915	F2: 0.46858
	Total predictions: 14000	True positives: 1852	False positives: 9910	False negatives:  148	True negatives: 2090

['poi', 'shared_receipt_with_poi', 'from_messages', 'director_fees', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'director_fees', 'salary']
	Accuracy: 0.29677	Precision: 0.17136	Recall: 0.93100	F1: 0.28945	F2: 0.49348
	Total predictions: 13000	True positives: 1862	False positives: 9004	False negatives:  138	True negatives: 1996

['poi', 'shared_receipt_with_poi', 'from_messages', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'director_fees', 'total_payments']
	Accuracy: 0.29450	Precision: 0.15624	Recall: 0.89500	F1: 0.26603	F2: 0.45999
	Total predictions: 14000	True positives: 1790	False positives: 9667	False negatives:  210	True negatives: 2333

['poi', 'shared_receipt_with_poi', 'from_messages', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.30492	Precision: 0.17011	Recall: 0.90700	F1: 0.28648	F2: 0.48596
	Total predictions: 13000	True positives: 1814	False positives: 8850	False negatives:  186	True negatives: 2150

['poi', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees', 'bonus']
	Accuracy: 0.24482	Precision: 0.18600	Recall: 0.93400	F1: 0.31022	F2: 0.51765
	Total predictions: 11000	True positives: 1868	False positives: 8175	False negatives:  132	True negatives:  825

['poi', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.19179	Precision: 0.14406	Recall: 0.94250	F1: 0.24992	F2: 0.44700
	Total predictions: 14000	True positives: 1885	False positives: 11200	False negatives:  115	True negatives:  800

['poi', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.18178	Precision: 0.10928	Recall: 0.89000	F1: 0.19466	F2: 0.36644
	Total predictions: 9000	True positives:  890	False positives: 7254	False negatives:  110	True negatives:  746

['poi', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.17633	Precision: 0.10700	Recall: 0.87300	F1: 0.19063	F2: 0.35899
	Total predictions: 9000	True positives:  873	False positives: 7286	False negatives:  127	True negatives:  714

['poi', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.21975	Precision: 0.16770	Recall: 0.92900	F1: 0.28412	F2: 0.48692
	Total predictions: 12000	True positives: 1858	False positives: 9221	False negatives:  142	True negatives:  779

['poi', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees', 'salary']
	Accuracy: 0.22308	Precision: 0.16933	Recall: 0.93750	F1: 0.28685	F2: 0.49153
	Total predictions: 12000	True positives: 1875	False positives: 9198	False negatives:  125	True negatives:  802

['poi', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees', 'total_payments']
	Accuracy: 0.23557	Precision: 0.13856	Recall: 0.83400	F1: 0.23764	F2: 0.41621
	Total predictions: 14000	True positives: 1668	False positives: 10370	False negatives:  332	True negatives: 1630

['poi', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.20992	Precision: 0.15523	Recall: 0.93100	F1: 0.26610	F2: 0.46562
	Total predictions: 13000	True positives: 1862	False positives: 10133	False negatives:  138	True negatives:  867

['poi', 'shared_receipt_with_poi', 'from_messages', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'bonus', 'total_stock_value']
	Accuracy: 0.83857	Precision: 0.40728	Recall: 0.28550	F1: 0.33568	F2: 0.30366
	Total predictions: 14000	True positives:  571	False positives:  831	False negatives: 1429	True negatives: 11169

['poi', 'shared_receipt_with_poi', 'from_messages', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.77900	Precision: 0.31936	Recall: 0.19050	F1: 0.23865	F2: 0.20722
	Total predictions: 11000	True positives:  381	False positives:  812	False negatives: 1619	True negatives: 8188

['poi', 'shared_receipt_with_poi', 'from_messages', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.76273	Precision: 0.28152	Recall: 0.19650	F1: 0.23145	F2: 0.20913
	Total predictions: 11000	True positives:  393	False positives: 1003	False negatives: 1607	True negatives: 7997

['poi', 'shared_receipt_with_poi', 'from_messages', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'bonus', 'restricted_stock']
	Accuracy: 0.79375	Precision: 0.29543	Recall: 0.17150	F1: 0.21702	F2: 0.18721
	Total predictions: 12000	True positives:  343	False positives:  818	False negatives: 1657	True negatives: 9182

['poi', 'shared_receipt_with_poi', 'from_messages', 'bonus', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'bonus', 'salary']
	Accuracy: 0.79325	Precision: 0.29249	Recall: 0.16950	F1: 0.21462	F2: 0.18506
	Total predictions: 12000	True positives:  339	False positives:  820	False negatives: 1661	True negatives: 9180

['poi', 'shared_receipt_with_poi', 'from_messages', 'bonus', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'bonus', 'total_payments']
	Accuracy: 0.82171	Precision: 0.23617	Recall: 0.11100	F1: 0.15102	F2: 0.12416
	Total predictions: 14000	True positives:  222	False positives:  718	False negatives: 1778	True negatives: 11282

['poi', 'shared_receipt_with_poi', 'from_messages', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'bonus', 'exercised_stock_options']
	Accuracy: 0.82446	Precision: 0.40056	Recall: 0.28400	F1: 0.33236	F2: 0.30155
	Total predictions: 13000	True positives:  568	False positives:  850	False negatives: 1432	True negatives: 10150

['poi', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.85450	Precision: 0.48364	Recall: 0.27350	F1: 0.34941	F2: 0.29953
	Total predictions: 14000	True positives:  547	False positives:  584	False negatives: 1453	True negatives: 11416

['poi', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.85586	Precision: 0.49191	Recall: 0.27350	F1: 0.35154	F2: 0.30015
	Total predictions: 14000	True positives:  547	False positives:  565	False negatives: 1453	True negatives: 11435

['poi', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.84864	Precision: 0.44928	Recall: 0.26350	F1: 0.33218	F2: 0.28726
	Total predictions: 14000	True positives:  527	False positives:  646	False negatives: 1473	True negatives: 11354

['poi', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value', 'salary']
	Accuracy: 0.83764	Precision: 0.38616	Recall: 0.23150	F1: 0.28947	F2: 0.25166
	Total predictions: 14000	True positives:  463	False positives:  736	False negatives: 1537	True negatives: 11264

['poi', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value', 'total_payments']
	Accuracy: 0.84527	Precision: 0.34552	Recall: 0.17950	F1: 0.23626	F2: 0.19858
	Total predictions: 15000	True positives:  359	False positives:  680	False negatives: 1641	True negatives: 12320

['poi', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.83707	Precision: 0.39899	Recall: 0.27750	F1: 0.32734	F2: 0.29550
	Total predictions: 14000	True positives:  555	False positives:  836	False negatives: 1445	True negatives: 11164

['poi', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.78600	Precision: 0.00215	Recall: 0.00200	F1: 0.00207	F2: 0.00203
	Total predictions: 9000	True positives:    2	False positives:  928	False negatives:  998	True negatives: 7072

['poi', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.78750	Precision: 0.21354	Recall: 0.10250	F1: 0.13851	F2: 0.11440
	Total predictions: 12000	True positives:  205	False positives:  755	False negatives: 1795	True negatives: 9245

['poi', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.78550	Precision: 0.25428	Recall: 0.14850	F1: 0.18750	F2: 0.16198
	Total predictions: 12000	True positives:  297	False positives:  871	False negatives: 1703	True negatives: 9129

['poi', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.82279	Precision: 0.16079	Recall: 0.05700	F1: 0.08416	F2: 0.06545
	Total predictions: 14000	True positives:  114	False positives:  595	False negatives: 1886	True negatives: 11405

['poi', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.82633	Precision: 0.46416	Recall: 0.27200	F1: 0.34300	F2: 0.29655
	Total predictions: 12000	True positives:  544	False positives:  628	False negatives: 1456	True negatives: 9372

['poi', 'shared_receipt_with_poi', 'from_messages', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.77925	Precision: 0.18587	Recall: 0.09600	F1: 0.12661	F2: 0.10628
	Total predictions: 12000	True positives:  192	False positives:  841	False negatives: 1808	True negatives: 9159

['poi', 'shared_receipt_with_poi', 'from_messages', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.73708	Precision: 0.17391	Recall: 0.15400	F1: 0.16335	F2: 0.15761
	Total predictions: 12000	True positives:  308	False positives: 1463	False negatives: 1692	True negatives: 8537

['poi', 'shared_receipt_with_poi', 'from_messages', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.82250	Precision: 0.15407	Recall: 0.05400	F1: 0.07997	F2: 0.06206
	Total predictions: 14000	True positives:  108	False positives:  593	False negatives: 1892	True negatives: 11407

['poi', 'shared_receipt_with_poi', 'from_messages', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.82917	Precision: 0.47711	Recall: 0.26050	F1: 0.33700	F2: 0.28652
	Total predictions: 12000	True positives:  521	False positives:  571	False negatives: 1479	True negatives: 9429

['poi', 'shared_receipt_with_poi', 'from_messages', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'restricted_stock', 'salary']
	Accuracy: 0.80931	Precision: 0.25586	Recall: 0.12550	F1: 0.16840	F2: 0.13974
	Total predictions: 13000	True positives:  251	False positives:  730	False negatives: 1749	True negatives: 10270

['poi', 'shared_receipt_with_poi', 'from_messages', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'restricted_stock', 'total_payments']
	Accuracy: 0.82129	Precision: 0.17821	Recall: 0.06950	F1: 0.10000	F2: 0.07916
	Total predictions: 14000	True positives:  139	False positives:  641	False negatives: 1861	True negatives: 11359

['poi', 'shared_receipt_with_poi', 'from_messages', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84000	Precision: 0.40726	Recall: 0.26350	F1: 0.31998	F2: 0.28352
	Total predictions: 14000	True positives:  527	False positives:  767	False negatives: 1473	True negatives: 11233

['poi', 'shared_receipt_with_poi', 'from_messages', 'salary', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'salary', 'total_payments']
	Accuracy: 0.82271	Precision: 0.15767	Recall: 0.05550	F1: 0.08210	F2: 0.06376
	Total predictions: 14000	True positives:  111	False positives:  593	False negatives: 1889	True negatives: 11407

['poi', 'shared_receipt_with_poi', 'from_messages', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'salary', 'exercised_stock_options']
	Accuracy: 0.82992	Precision: 0.40672	Recall: 0.23000	F1: 0.29384	F2: 0.25189
	Total predictions: 13000	True positives:  460	False positives:  671	False negatives: 1540	True negatives: 10329

['poi', 'shared_receipt_with_poi', 'from_messages', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_messages', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85353	Precision: 0.39211	Recall: 0.17900	F1: 0.24579	F2: 0.20083
	Total predictions: 15000	True positives:  358	False positives:  555	False negatives: 1642	True negatives: 12445

['poi', 'shared_receipt_with_poi', 'other', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'director_fees', 'resto_dirfees']
	Accuracy: 0.27346	Precision: 0.16796	Recall: 0.94150	F1: 0.28507	F2: 0.49008
	Total predictions: 13000	True positives: 1883	False positives: 9328	False negatives:  117	True negatives: 1672

['poi', 'shared_receipt_with_poi', 'other', 'director_fees', 'bonus']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'director_fees', 'bonus']
	Accuracy: 0.27485	Precision: 0.16823	Recall: 0.94150	F1: 0.28545	F2: 0.49054
	Total predictions: 13000	True positives: 1883	False positives: 9310	False negatives:  117	True negatives: 1690

['poi', 'shared_receipt_with_poi', 'other', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'director_fees', 'total_stock_value']
	Accuracy: 0.45900	Precision: 0.17683	Recall: 0.83650	F1: 0.29195	F2: 0.47907
	Total predictions: 15000	True positives: 1673	False positives: 7788	False negatives:  327	True negatives: 5212

['poi', 'shared_receipt_with_poi', 'other', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.27469	Precision: 0.16808	Recall: 0.94050	F1: 0.28519	F2: 0.49007
	Total predictions: 13000	True positives: 1881	False positives: 9310	False negatives:  119	True negatives: 1690

['poi', 'shared_receipt_with_poi', 'other', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.26923	Precision: 0.15989	Recall: 0.88150	F1: 0.27069	F2: 0.46331
	Total predictions: 13000	True positives: 1763	False positives: 9263	False negatives:  237	True negatives: 1737

['poi', 'shared_receipt_with_poi', 'other', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'director_fees', 'restricted_stock']
	Accuracy: 0.25186	Precision: 0.15270	Recall: 0.93150	F1: 0.26239	F2: 0.46114
	Total predictions: 14000	True positives: 1863	False positives: 10337	False negatives:  137	True negatives: 1663

['poi', 'shared_receipt_with_poi', 'other', 'director_fees', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'director_fees', 'salary']
	Accuracy: 0.27100	Precision: 0.16665	Recall: 0.93450	F1: 0.28286	F2: 0.48634
	Total predictions: 13000	True positives: 1869	False positives: 9346	False negatives:  131	True negatives: 1654

['poi', 'shared_receipt_with_poi', 'other', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'director_fees', 'total_payments']
	Accuracy: 0.68271	Precision: 0.16308	Recall: 0.29550	F1: 0.21017	F2: 0.25422
	Total predictions: 14000	True positives:  591	False positives: 3033	False negatives: 1409	True negatives: 8967

['poi', 'shared_receipt_with_poi', 'other', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.31247	Precision: 0.14856	Recall: 0.87850	F1: 0.25414	F2: 0.44308
	Total predictions: 15000	True positives: 1757	False positives: 10070	False negatives:  243	True negatives: 2930

['poi', 'shared_receipt_with_poi', 'other', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'resto_dirfees', 'bonus']
	Accuracy: 0.19133	Precision: 0.16370	Recall: 0.93750	F1: 0.27873	F2: 0.48191
	Total predictions: 12000	True positives: 1875	False positives: 9579	False negatives:  125	True negatives:  421

['poi', 'shared_receipt_with_poi', 'other', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.22029	Precision: 0.14216	Recall: 0.88550	F1: 0.24499	F2: 0.43284
	Total predictions: 14000	True positives: 1771	False positives: 10687	False negatives:  229	True negatives: 1313

['poi', 'shared_receipt_with_poi', 'other', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.19050	Precision: 0.16297	Recall: 0.93250	F1: 0.27745	F2: 0.47958
	Total predictions: 12000	True positives: 1865	False positives: 9579	False negatives:  135	True negatives:  421

['poi', 'shared_receipt_with_poi', 'other', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.18458	Precision: 0.15593	Recall: 0.88200	F1: 0.26500	F2: 0.45669
	Total predictions: 12000	True positives: 1764	False positives: 9549	False negatives:  236	True negatives:  451

['poi', 'shared_receipt_with_poi', 'other', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.17838	Precision: 0.15055	Recall: 0.93500	F1: 0.25934	F2: 0.45786
	Total predictions: 13000	True positives: 1870	False positives: 10551	False negatives:  130	True negatives:  449

['poi', 'shared_receipt_with_poi', 'other', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'resto_dirfees', 'salary']
	Accuracy: 0.19433	Precision: 0.16321	Recall: 0.92900	F1: 0.27764	F2: 0.47926
	Total predictions: 12000	True positives: 1858	False positives: 9526	False negatives:  142	True negatives:  474

['poi', 'shared_receipt_with_poi', 'other', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'resto_dirfees', 'total_payments']
	Accuracy: 0.22686	Precision: 0.13878	Recall: 0.84750	F1: 0.23850	F2: 0.41926
	Total predictions: 14000	True positives: 1695	False positives: 10519	False negatives:  305	True negatives: 1481

['poi', 'shared_receipt_with_poi', 'other', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.20693	Precision: 0.14249	Recall: 0.90700	F1: 0.24628	F2: 0.43751
	Total predictions: 14000	True positives: 1814	False positives: 10917	False negatives:  186	True negatives: 1083

['poi', 'shared_receipt_with_poi', 'other', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'bonus', 'total_stock_value']
	Accuracy: 0.82914	Precision: 0.35438	Recall: 0.23850	F1: 0.28512	F2: 0.25519
	Total predictions: 14000	True positives:  477	False positives:  869	False negatives: 1523	True negatives: 11131

['poi', 'shared_receipt_with_poi', 'other', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.79317	Precision: 0.23804	Recall: 0.10950	F1: 0.15000	F2: 0.12276
	Total predictions: 12000	True positives:  219	False positives:  701	False negatives: 1781	True negatives: 9299

['poi', 'shared_receipt_with_poi', 'other', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.78042	Precision: 0.18781	Recall: 0.09550	F1: 0.12662	F2: 0.10591
	Total predictions: 12000	True positives:  191	False positives:  826	False negatives: 1809	True negatives: 9174

['poi', 'shared_receipt_with_poi', 'other', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'bonus', 'restricted_stock']
	Accuracy: 0.79277	Precision: 0.19561	Recall: 0.11150	F1: 0.14204	F2: 0.12199
	Total predictions: 13000	True positives:  223	False positives:  917	False negatives: 1777	True negatives: 10083

['poi', 'shared_receipt_with_poi', 'other', 'bonus', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'bonus', 'salary']
	Accuracy: 0.79458	Precision: 0.20307	Recall: 0.07950	F1: 0.11427	F2: 0.09052
	Total predictions: 12000	True positives:  159	False positives:  624	False negatives: 1841	True negatives: 9376

['poi', 'shared_receipt_with_poi', 'other', 'bonus', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'bonus', 'total_payments']
	Accuracy: 0.82250	Precision: 0.24660	Recall: 0.11800	F1: 0.15962	F2: 0.13174
	Total predictions: 14000	True positives:  236	False positives:  721	False negatives: 1764	True negatives: 11279

['poi', 'shared_receipt_with_poi', 'other', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'bonus', 'exercised_stock_options']
	Accuracy: 0.83436	Precision: 0.36785	Recall: 0.22200	F1: 0.27689	F2: 0.24112
	Total predictions: 14000	True positives:  444	False positives:  763	False negatives: 1556	True negatives: 11237

['poi', 'shared_receipt_with_poi', 'other', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.83964	Precision: 0.37173	Recall: 0.17750	F1: 0.24027	F2: 0.19821
	Total predictions: 14000	True positives:  355	False positives:  600	False negatives: 1645	True negatives: 11400

['poi', 'shared_receipt_with_poi', 'other', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.84093	Precision: 0.37887	Recall: 0.17750	F1: 0.24174	F2: 0.19861
	Total predictions: 14000	True positives:  355	False positives:  582	False negatives: 1645	True negatives: 11418

['poi', 'shared_receipt_with_poi', 'other', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.84000	Precision: 0.37448	Recall: 0.17900	F1: 0.24222	F2: 0.19987
	Total predictions: 14000	True positives:  358	False positives:  598	False negatives: 1642	True negatives: 11402

['poi', 'shared_receipt_with_poi', 'other', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'total_stock_value', 'salary']
	Accuracy: 0.83679	Precision: 0.35707	Recall: 0.17800	F1: 0.23757	F2: 0.19784
	Total predictions: 14000	True positives:  356	False positives:  641	False negatives: 1644	True negatives: 11359

['poi', 'shared_receipt_with_poi', 'other', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'total_stock_value', 'total_payments']
	Accuracy: 0.83747	Precision: 0.30551	Recall: 0.17200	F1: 0.22009	F2: 0.18847
	Total predictions: 15000	True positives:  344	False positives:  782	False negatives: 1656	True negatives: 12218

['poi', 'shared_receipt_with_poi', 'other', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.84836	Precision: 0.44092	Recall: 0.22950	F1: 0.30187	F2: 0.25384
	Total predictions: 14000	True positives:  459	False positives:  582	False negatives: 1541	True negatives: 11418

['poi', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.77083	Precision: 0.00265	Recall: 0.00100	F1: 0.00145	F2: 0.00114
	Total predictions: 12000	True positives:    2	False positives:  752	False negatives: 1998	True negatives: 9248

['poi', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.78700	Precision: 0.10964	Recall: 0.05400	F1: 0.07236	F2: 0.06010
	Total predictions: 13000	True positives:  108	False positives:  877	False negatives: 1892	True negatives: 10123

['poi', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.78642	Precision: 0.11908	Recall: 0.04400	F1: 0.06426	F2: 0.05035
	Total predictions: 12000	True positives:   88	False positives:  651	False negatives: 1912	True negatives: 9349

['poi', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.82143	Precision: 0.04710	Recall: 0.01300	F1: 0.02038	F2: 0.01520
	Total predictions: 14000	True positives:   26	False positives:  526	False negatives: 1974	True negatives: 11474

['poi', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.83707	Precision: 0.35879	Recall: 0.17850	F1: 0.23840	F2: 0.19844
	Total predictions: 14000	True positives:  357	False positives:  638	False negatives: 1643	True negatives: 11362

['poi', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.78823	Precision: 0.11226	Recall: 0.05450	F1: 0.07338	F2: 0.06075
	Total predictions: 13000	True positives:  109	False positives:  862	False negatives: 1891	True negatives: 10138

['poi', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.78475	Precision: 0.11594	Recall: 0.04400	F1: 0.06379	F2: 0.05023
	Total predictions: 12000	True positives:   88	False positives:  671	False negatives: 1912	True negatives: 9329

['poi', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.82321	Precision: 0.04239	Recall: 0.01100	F1: 0.01747	F2: 0.01291
	Total predictions: 14000	True positives:   22	False positives:  497	False negatives: 1978	True negatives: 11503

['poi', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.83929	Precision: 0.37006	Recall: 0.17800	F1: 0.24038	F2: 0.19862
	Total predictions: 14000	True positives:  356	False positives:  606	False negatives: 1644	True negatives: 11394

['poi', 'shared_receipt_with_poi', 'other', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'restricted_stock', 'salary']
	Accuracy: 0.79538	Precision: 0.12329	Recall: 0.05400	F1: 0.07510	F2: 0.06084
	Total predictions: 13000	True positives:  108	False positives:  768	False negatives: 1892	True negatives: 10232

['poi', 'shared_receipt_with_poi', 'other', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'restricted_stock', 'total_payments']
	Accuracy: 0.81764	Precision: 0.16322	Recall: 0.06700	F1: 0.09500	F2: 0.07596
	Total predictions: 14000	True positives:  134	False positives:  687	False negatives: 1866	True negatives: 11313

['poi', 'shared_receipt_with_poi', 'other', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.83836	Precision: 0.36677	Recall: 0.18100	F1: 0.24238	F2: 0.20140
	Total predictions: 14000	True positives:  362	False positives:  625	False negatives: 1638	True negatives: 11375

['poi', 'shared_receipt_with_poi', 'other', 'salary', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'salary', 'total_payments']
	Accuracy: 0.82486	Precision: 0.15758	Recall: 0.05200	F1: 0.07820	F2: 0.06005
	Total predictions: 14000	True positives:  104	False positives:  556	False negatives: 1896	True negatives: 11444

['poi', 'shared_receipt_with_poi', 'other', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'salary', 'exercised_stock_options']
	Accuracy: 0.83850	Precision: 0.36533	Recall: 0.17700	F1: 0.23846	F2: 0.19735
	Total predictions: 14000	True positives:  354	False positives:  615	False negatives: 1646	True negatives: 11385

['poi', 'shared_receipt_with_poi', 'other', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'other', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84387	Precision: 0.33169	Recall: 0.16850	F1: 0.22347	F2: 0.18689
	Total predictions: 15000	True positives:  337	False positives:  679	False negatives: 1663	True negatives: 12321

['poi', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees', 'bonus']
	Accuracy: 0.29408	Precision: 0.19100	Recall: 1.00000	F1: 0.32074	F2: 0.54139
	Total predictions: 12000	True positives: 2000	False positives: 8471	False negatives:    0	True negatives: 1529

['poi', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.24907	Precision: 0.15078	Recall: 1.00000	F1: 0.26205	F2: 0.47028
	Total predictions: 15000	True positives: 2000	False positives: 11264	False negatives:    0	True negatives: 1736

['poi', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.27230	Precision: 0.12082	Recall: 1.00000	F1: 0.21559	F2: 0.40727
	Total predictions: 10000	True positives: 1000	False positives: 7277	False negatives:    0	True negatives: 1723

['poi', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.26690	Precision: 0.11467	Recall: 0.94200	F1: 0.20445	F2: 0.38559
	Total predictions: 10000	True positives:  942	False positives: 7273	False negatives:   58	True negatives: 1727

['poi', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.26050	Precision: 0.16163	Recall: 0.99750	F1: 0.27818	F2: 0.49034
	Total predictions: 14000	True positives: 1995	False positives: 10348	False negatives:    5	True negatives: 1652

['poi', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees', 'salary']
	Accuracy: 0.27638	Precision: 0.17430	Recall: 0.99100	F1: 0.29646	F2: 0.51159
	Total predictions: 13000	True positives: 1982	False positives: 9389	False negatives:   18	True negatives: 1611

['poi', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees', 'total_payments']
	Accuracy: 0.25536	Precision: 0.15559	Recall: 0.95150	F1: 0.26744	F2: 0.47032
	Total predictions: 14000	True positives: 1903	False positives: 10328	False negatives:   97	True negatives: 1672

['poi', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.27777	Precision: 0.17561	Recall: 1.00000	F1: 0.29875	F2: 0.51576
	Total predictions: 13000	True positives: 2000	False positives: 9389	False negatives:    0	True negatives: 1611

['poi', 'shared_receipt_with_poi', 'director_fees', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'bonus', 'total_stock_value']
	Accuracy: 0.32820	Precision: 0.16043	Recall: 0.95400	F1: 0.27467	F2: 0.47957
	Total predictions: 15000	True positives: 1908	False positives: 9985	False negatives:   92	True negatives: 3015

['poi', 'shared_receipt_with_poi', 'director_fees', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.29408	Precision: 0.19100	Recall: 1.00000	F1: 0.32074	F2: 0.54139
	Total predictions: 12000	True positives: 2000	False positives: 8471	False negatives:    0	True negatives: 1529

['poi', 'shared_receipt_with_poi', 'director_fees', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.28583	Precision: 0.18156	Recall: 0.93650	F1: 0.30416	F2: 0.51130
	Total predictions: 12000	True positives: 1873	False positives: 8443	False negatives:  127	True negatives: 1557

['poi', 'shared_receipt_with_poi', 'director_fees', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'bonus', 'restricted_stock']
	Accuracy: 0.26064	Precision: 0.16160	Recall: 0.99700	F1: 0.27812	F2: 0.49019
	Total predictions: 14000	True positives: 1994	False positives: 10345	False negatives:    6	True negatives: 1655

['poi', 'shared_receipt_with_poi', 'director_fees', 'bonus', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'bonus', 'salary']
	Accuracy: 0.27715	Precision: 0.17446	Recall: 0.99100	F1: 0.29668	F2: 0.51185
	Total predictions: 13000	True positives: 1982	False positives: 9379	False negatives:   18	True negatives: 1621

['poi', 'shared_receipt_with_poi', 'director_fees', 'bonus', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'bonus', 'total_payments']
	Accuracy: 0.69550	Precision: 0.23631	Recall: 0.50700	F1: 0.32237	F2: 0.41250
	Total predictions: 14000	True positives: 1014	False positives: 3277	False negatives:  986	True negatives: 8723

['poi', 'shared_receipt_with_poi', 'director_fees', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'bonus', 'exercised_stock_options']
	Accuracy: 0.27193	Precision: 0.16265	Recall: 0.98750	F1: 0.27929	F2: 0.49024
	Total predictions: 14000	True positives: 1975	False positives: 10168	False negatives:   25	True negatives: 1832

['poi', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.24853	Precision: 0.15027	Recall: 0.99600	F1: 0.26114	F2: 0.46857
	Total predictions: 15000	True positives: 1992	False positives: 11264	False negatives:    8	True negatives: 1736

['poi', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.24793	Precision: 0.14969	Recall: 0.99150	F1: 0.26012	F2: 0.46665
	Total predictions: 15000	True positives: 1983	False positives: 11264	False negatives:   17	True negatives: 1736

['poi', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.28600	Precision: 0.15216	Recall: 0.95250	F1: 0.26240	F2: 0.46418
	Total predictions: 15000	True positives: 1905	False positives: 10615	False negatives:   95	True negatives: 2385

['poi', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value', 'salary']
	Accuracy: 0.25753	Precision: 0.15011	Recall: 0.98000	F1: 0.26034	F2: 0.46540
	Total predictions: 15000	True positives: 1960	False positives: 11097	False negatives:   40	True negatives: 1903

['poi', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value', 'total_payments']
	Accuracy: 0.70793	Precision: 0.19022	Recall: 0.36550	F1: 0.25021	F2: 0.30862
	Total predictions: 15000	True positives:  731	False positives: 3112	False negatives: 1269	True negatives: 9888

['poi', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.62227	Precision: 0.20932	Recall: 0.66000	F1: 0.31784	F2: 0.46134
	Total predictions: 15000	True positives: 1320	False positives: 4986	False negatives:  680	True negatives: 8014

['poi', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.26530	Precision: 0.10999	Recall: 0.89500	F1: 0.19591	F2: 0.36871
	Total predictions: 10000	True positives:  895	False positives: 7242	False negatives:  105	True negatives: 1758

['poi', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.26021	Precision: 0.16130	Recall: 0.99500	F1: 0.27760	F2: 0.48926
	Total predictions: 14000	True positives: 1990	False positives: 10347	False negatives:   10	True negatives: 1653

['poi', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.27638	Precision: 0.17430	Recall: 0.99100	F1: 0.29646	F2: 0.51159
	Total predictions: 13000	True positives: 1982	False positives: 9389	False negatives:   18	True negatives: 1611

['poi', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.34193	Precision: 0.15695	Recall: 0.82500	F1: 0.26373	F2: 0.44563
	Total predictions: 14000	True positives: 1650	False positives: 8863	False negatives:  350	True negatives: 3137

['poi', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.27054	Precision: 0.16875	Recall: 0.95300	F1: 0.28672	F2: 0.49391
	Total predictions: 13000	True positives: 1906	False positives: 9389	False negatives:   94	True negatives: 1611

['poi', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.25071	Precision: 0.15176	Recall: 0.92500	F1: 0.26075	F2: 0.45815
	Total predictions: 14000	True positives: 1850	False positives: 10340	False negatives:  150	True negatives: 1660

['poi', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.27154	Precision: 0.16634	Recall: 0.93100	F1: 0.28225	F2: 0.48505
	Total predictions: 13000	True positives: 1862	False positives: 9332	False negatives:  138	True negatives: 1668

['poi', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.39107	Precision: 0.15970	Recall: 0.76550	F1: 0.26426	F2: 0.43526
	Total predictions: 14000	True positives: 1531	False positives: 8056	False negatives:  469	True negatives: 3944

['poi', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.27008	Precision: 0.16831	Recall: 0.95000	F1: 0.28595	F2: 0.49251
	Total predictions: 13000	True positives: 1900	False positives: 9389	False negatives:  100	True negatives: 1611

['poi', 'shared_receipt_with_poi', 'director_fees', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'restricted_stock', 'salary']
	Accuracy: 0.26029	Precision: 0.15916	Recall: 0.97550	F1: 0.27367	F2: 0.48154
	Total predictions: 14000	True positives: 1951	False positives: 10307	False negatives:   49	True negatives: 1693

['poi', 'shared_receipt_with_poi', 'director_fees', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'restricted_stock', 'total_payments']
	Accuracy: 0.66893	Precision: 0.20585	Recall: 0.46100	F1: 0.28461	F2: 0.36942
	Total predictions: 14000	True positives:  922	False positives: 3557	False negatives: 1078	True negatives: 8443

['poi', 'shared_receipt_with_poi', 'director_fees', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.26260	Precision: 0.14931	Recall: 0.96450	F1: 0.25860	F2: 0.46106
	Total predictions: 15000	True positives: 1929	False positives: 10990	False negatives:   71	True negatives: 2010

['poi', 'shared_receipt_with_poi', 'director_fees', 'salary', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'salary', 'total_payments']
	Accuracy: 0.66236	Precision: 0.23385	Recall: 0.59900	F1: 0.33638	F2: 0.45645
	Total predictions: 14000	True positives: 1198	False positives: 3925	False negatives:  802	True negatives: 8075

['poi', 'shared_receipt_with_poi', 'director_fees', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'salary', 'exercised_stock_options']
	Accuracy: 0.25921	Precision: 0.15858	Recall: 0.97200	F1: 0.27267	F2: 0.47979
	Total predictions: 14000	True positives: 1944	False positives: 10315	False negatives:   56	True negatives: 1685

['poi', 'shared_receipt_with_poi', 'director_fees', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'director_fees', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.71920	Precision: 0.20569	Recall: 0.38650	F1: 0.26850	F2: 0.32871
	Total predictions: 15000	True positives:  773	False positives: 2985	False negatives: 1227	True negatives: 10015

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus', 'total_stock_value']
	Accuracy: 0.21314	Precision: 0.14973	Recall: 0.96350	F1: 0.25918	F2: 0.46167
	Total predictions: 14000	True positives: 1927	False positives: 10943	False negatives:   73	True negatives: 1057

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.21800	Precision: 0.18864	Recall: 1.00000	F1: 0.31741	F2: 0.53758
	Total predictions: 11000	True positives: 2000	False positives: 8602	False negatives:    0	True negatives:  398

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.20809	Precision: 0.17918	Recall: 0.93700	F1: 0.30083	F2: 0.50761
	Total predictions: 11000	True positives: 1874	False positives: 8585	False negatives:  126	True negatives:  415

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus', 'restricted_stock']
	Accuracy: 0.18415	Precision: 0.15811	Recall: 0.99500	F1: 0.27286	F2: 0.48334
	Total predictions: 13000	True positives: 1990	False positives: 10596	False negatives:   10	True negatives:  404

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus', 'salary']
	Accuracy: 0.20100	Precision: 0.17225	Recall: 0.99700	F1: 0.29375	F2: 0.50930
	Total predictions: 12000	True positives: 1994	False positives: 9582	False negatives:    6	True negatives:  418

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus', 'total_payments']
	Accuracy: 0.22407	Precision: 0.14062	Recall: 0.86700	F1: 0.24199	F2: 0.42644
	Total predictions: 14000	True positives: 1734	False positives: 10597	False negatives:  266	True negatives: 1403

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus', 'exercised_stock_options']
	Accuracy: 0.22831	Precision: 0.16286	Recall: 0.97000	F1: 0.27890	F2: 0.48714
	Total predictions: 13000	True positives: 1940	False positives: 9972	False negatives:   60	True negatives: 1028

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.19343	Precision: 0.14830	Recall: 0.97950	F1: 0.25759	F2: 0.46181
	Total predictions: 14000	True positives: 1959	False positives: 11251	False negatives:   41	True negatives:  749

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.19929	Precision: 0.14901	Recall: 0.97750	F1: 0.25860	F2: 0.46283
	Total predictions: 14000	True positives: 1955	False positives: 11165	False negatives:   45	True negatives:  835

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.21050	Precision: 0.14897	Recall: 0.96050	F1: 0.25794	F2: 0.45968
	Total predictions: 14000	True positives: 1921	False positives: 10974	False negatives:   79	True negatives: 1026

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value', 'salary']
	Accuracy: 0.21686	Precision: 0.15104	Recall: 0.97000	F1: 0.26139	F2: 0.46536
	Total predictions: 14000	True positives: 1940	False positives: 10904	False negatives:   60	True negatives: 1096

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value', 'total_payments']
	Accuracy: 0.21967	Precision: 0.13352	Recall: 0.88400	F1: 0.23201	F2: 0.41618
	Total predictions: 15000	True positives: 1768	False positives: 11473	False negatives:  232	True negatives: 1527

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.21950	Precision: 0.14824	Recall: 0.94050	F1: 0.25611	F2: 0.45459
	Total predictions: 14000	True positives: 1881	False positives: 10808	False negatives:  119	True negatives: 1192

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.14367	Precision: 0.10243	Recall: 0.86400	F1: 0.18315	F2: 0.34741
	Total predictions: 9000	True positives:  864	False positives: 7571	False negatives:  136	True negatives:  429

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.19775	Precision: 0.17071	Recall: 0.98850	F1: 0.29114	F2: 0.50483
	Total predictions: 12000	True positives: 1977	False positives: 9604	False negatives:   23	True negatives:  396

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.20100	Precision: 0.17225	Recall: 0.99700	F1: 0.29375	F2: 0.50930
	Total predictions: 12000	True positives: 1994	False positives: 9582	False negatives:    6	True negatives:  418

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.22071	Precision: 0.13927	Recall: 0.86000	F1: 0.23972	F2: 0.42260
	Total predictions: 14000	True positives: 1720	False positives: 10630	False negatives:  280	True negatives: 1370

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.20946	Precision: 0.16136	Recall: 0.98600	F1: 0.27734	F2: 0.48761
	Total predictions: 13000	True positives: 1972	False positives: 10249	False negatives:   28	True negatives:  751

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.18800	Precision: 0.16219	Recall: 0.92950	F1: 0.27618	F2: 0.47760
	Total predictions: 12000	True positives: 1859	False positives: 9603	False negatives:  141	True negatives:  397

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.19417	Precision: 0.16454	Recall: 0.94050	F1: 0.28008	F2: 0.48400
	Total predictions: 12000	True positives: 1881	False positives: 9551	False negatives:  119	True negatives:  449

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.22086	Precision: 0.13900	Recall: 0.85750	F1: 0.23922	F2: 0.42162
	Total predictions: 14000	True positives: 1715	False positives: 10623	False negatives:  285	True negatives: 1377

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.21562	Precision: 0.16142	Recall: 0.97700	F1: 0.27706	F2: 0.48595
	Total predictions: 13000	True positives: 1954	False positives: 10151	False negatives:   46	True negatives:  849

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'restricted_stock', 'salary']
	Accuracy: 0.18423	Precision: 0.15698	Recall: 0.98450	F1: 0.27078	F2: 0.47924
	Total predictions: 13000	True positives: 1969	False positives: 10574	False negatives:   31	True negatives:  426

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'restricted_stock', 'total_payments']
	Accuracy: 0.21221	Precision: 0.13852	Recall: 0.86500	F1: 0.23880	F2: 0.42218
	Total predictions: 14000	True positives: 1730	False positives: 10759	False negatives:  270	True negatives: 1241

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.20886	Precision: 0.14909	Recall: 0.96400	F1: 0.25824	F2: 0.46054
	Total predictions: 14000	True positives: 1928	False positives: 11004	False negatives:   72	True negatives:  996

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'salary', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'salary', 'total_payments']
	Accuracy: 0.22214	Precision: 0.13926	Recall: 0.85800	F1: 0.23963	F2: 0.42220
	Total predictions: 14000	True positives: 1716	False positives: 10606	False negatives:  284	True negatives: 1394

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'salary', 'exercised_stock_options']
	Accuracy: 0.21136	Precision: 0.15058	Recall: 0.97400	F1: 0.26083	F2: 0.46521
	Total predictions: 14000	True positives: 1948	False positives: 10989	False negatives:   52	True negatives: 1011

['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.22433	Precision: 0.13306	Recall: 0.87350	F1: 0.23095	F2: 0.41341
	Total predictions: 15000	True positives: 1747	False positives: 11382	False negatives:  253	True negatives: 1618

['poi', 'shared_receipt_with_poi', 'bonus', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'bonus', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.83671	Precision: 0.39844	Recall: 0.28050	F1: 0.32923	F2: 0.29815
	Total predictions: 14000	True positives:  561	False positives:  847	False negatives: 1439	True negatives: 11153

['poi', 'shared_receipt_with_poi', 'bonus', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'bonus', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.83586	Precision: 0.39477	Recall: 0.27950	F1: 0.32728	F2: 0.29684
	Total predictions: 14000	True positives:  559	False positives:  857	False negatives: 1441	True negatives: 11143

['poi', 'shared_receipt_with_poi', 'bonus', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'bonus', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.83293	Precision: 0.38382	Recall: 0.28000	F1: 0.32379	F2: 0.29601
	Total predictions: 14000	True positives:  560	False positives:  899	False negatives: 1440	True negatives: 11101

['poi', 'shared_receipt_with_poi', 'bonus', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'bonus', 'total_stock_value', 'salary']
	Accuracy: 0.83343	Precision: 0.38392	Recall: 0.27450	F1: 0.32012	F2: 0.29109
	Total predictions: 14000	True positives:  549	False positives:  881	False negatives: 1451	True negatives: 11119

['poi', 'shared_receipt_with_poi', 'bonus', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'bonus', 'total_stock_value', 'total_payments']
	Accuracy: 0.84287	Precision: 0.35956	Recall: 0.22850	F1: 0.27943	F2: 0.24647
	Total predictions: 15000	True positives:  457	False positives:  814	False negatives: 1543	True negatives: 12186

['poi', 'shared_receipt_with_poi', 'bonus', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'bonus', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.84057	Precision: 0.42287	Recall: 0.31800	F1: 0.36301	F2: 0.33460
	Total predictions: 14000	True positives:  636	False positives:  868	False negatives: 1364	True negatives: 11132

['poi', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.78327	Precision: 0.30838	Recall: 0.15450	F1: 0.20586	F2: 0.17163
	Total predictions: 11000	True positives:  309	False positives:  693	False negatives: 1691	True negatives: 8307

['poi', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.79300	Precision: 0.30000	Recall: 0.18150	F1: 0.22617	F2: 0.19707
	Total predictions: 12000	True positives:  363	False positives:  847	False negatives: 1637	True negatives: 9153

['poi', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.80417	Precision: 0.33491	Recall: 0.17750	F1: 0.23203	F2: 0.19592
	Total predictions: 12000	True positives:  355	False positives:  705	False negatives: 1645	True negatives: 9295

['poi', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.82536	Precision: 0.26152	Recall: 0.12200	F1: 0.16638	F2: 0.13657
	Total predictions: 14000	True positives:  244	False positives:  689	False negatives: 1756	True negatives: 11311

['poi', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.82746	Precision: 0.41138	Recall: 0.28200	F1: 0.33462	F2: 0.30093
	Total predictions: 13000	True positives:  564	False positives:  807	False negatives: 1436	True negatives: 10193

['poi', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.78433	Precision: 0.26252	Recall: 0.16250	F1: 0.20074	F2: 0.17590
	Total predictions: 12000	True positives:  325	False positives:  913	False negatives: 1675	True negatives: 9087

['poi', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.79133	Precision: 0.26493	Recall: 0.14200	F1: 0.18490	F2: 0.15653
	Total predictions: 12000	True positives:  284	False positives:  788	False negatives: 1716	True negatives: 9212

['poi', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.82450	Precision: 0.25244	Recall: 0.11650	F1: 0.15943	F2: 0.13056
	Total predictions: 14000	True positives:  233	False positives:  690	False negatives: 1767	True negatives: 11310

['poi', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.82777	Precision: 0.41207	Recall: 0.28000	F1: 0.33343	F2: 0.29918
	Total predictions: 13000	True positives:  560	False positives:  799	False negatives: 1440	True negatives: 10201

['poi', 'shared_receipt_with_poi', 'bonus', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'bonus', 'restricted_stock', 'salary']
	Accuracy: 0.79938	Precision: 0.26687	Recall: 0.17400	F1: 0.21065	F2: 0.18702
	Total predictions: 13000	True positives:  348	False positives:  956	False negatives: 1652	True negatives: 10044

['poi', 'shared_receipt_with_poi', 'bonus', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'bonus', 'restricted_stock', 'total_payments']
	Accuracy: 0.81993	Precision: 0.25119	Recall: 0.13150	F1: 0.17263	F2: 0.14535
	Total predictions: 14000	True positives:  263	False positives:  784	False negatives: 1737	True negatives: 11216

['poi', 'shared_receipt_with_poi', 'bonus', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'bonus', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.83236	Precision: 0.38189	Recall: 0.28050	F1: 0.32344	F2: 0.29623
	Total predictions: 14000	True positives:  561	False positives:  908	False negatives: 1439	True negatives: 11092

['poi', 'shared_receipt_with_poi', 'bonus', 'salary', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'bonus', 'salary', 'total_payments']
	Accuracy: 0.82436	Precision: 0.25714	Recall: 0.12150	F1: 0.16503	F2: 0.13583
	Total predictions: 14000	True positives:  243	False positives:  702	False negatives: 1757	True negatives: 11298

['poi', 'shared_receipt_with_poi', 'bonus', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'bonus', 'salary', 'exercised_stock_options']
	Accuracy: 0.82938	Precision: 0.41628	Recall: 0.27100	F1: 0.32829	F2: 0.29134
	Total predictions: 13000	True positives:  542	False positives:  760	False negatives: 1458	True negatives: 10240

['poi', 'shared_receipt_with_poi', 'bonus', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'bonus', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85060	Precision: 0.39674	Recall: 0.23150	F1: 0.29239	F2: 0.25254
	Total predictions: 15000	True positives:  463	False positives:  704	False negatives: 1537	True negatives: 12296

['poi', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.83793	Precision: 0.38857	Recall: 0.23450	F1: 0.29249	F2: 0.25470
	Total predictions: 14000	True positives:  469	False positives:  738	False negatives: 1531	True negatives: 11262

['poi', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.84079	Precision: 0.40934	Recall: 0.25850	F1: 0.31689	F2: 0.27907
	Total predictions: 14000	True positives:  517	False positives:  746	False negatives: 1483	True negatives: 11254

['poi', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.83229	Precision: 0.35968	Recall: 0.22300	F1: 0.27531	F2: 0.24134
	Total predictions: 14000	True positives:  446	False positives:  794	False negatives: 1554	True negatives: 11206

['poi', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.84727	Precision: 0.35258	Recall: 0.17400	F1: 0.23301	F2: 0.19361
	Total predictions: 15000	True positives:  348	False positives:  639	False negatives: 1652	True negatives: 12361

['poi', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.84579	Precision: 0.43715	Recall: 0.27650	F1: 0.33874	F2: 0.29843
	Total predictions: 14000	True positives:  553	False positives:  712	False negatives: 1447	True negatives: 11288

['poi', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.84157	Precision: 0.41021	Recall: 0.24900	F1: 0.30989	F2: 0.27024
	Total predictions: 14000	True positives:  498	False positives:  716	False negatives: 1502	True negatives: 11284

['poi', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.83343	Precision: 0.36438	Recall: 0.22300	F1: 0.27667	F2: 0.24176
	Total predictions: 14000	True positives:  446	False positives:  778	False negatives: 1554	True negatives: 11222

['poi', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.84793	Precision: 0.35590	Recall: 0.17350	F1: 0.23328	F2: 0.19331
	Total predictions: 15000	True positives:  347	False positives:  628	False negatives: 1653	True negatives: 12372

['poi', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.84886	Precision: 0.45254	Recall: 0.27650	F1: 0.34327	F2: 0.29983
	Total predictions: 14000	True positives:  553	False positives:  669	False negatives: 1447	True negatives: 11331

['poi', 'shared_receipt_with_poi', 'total_stock_value', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'total_stock_value', 'restricted_stock', 'salary']
	Accuracy: 0.84307	Precision: 0.41397	Recall: 0.23700	F1: 0.30143	F2: 0.25916
	Total predictions: 14000	True positives:  474	False positives:  671	False negatives: 1526	True negatives: 11329

['poi', 'shared_receipt_with_poi', 'total_stock_value', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'total_stock_value', 'restricted_stock', 'total_payments']
	Accuracy: 0.85033	Precision: 0.38072	Recall: 0.19550	F1: 0.25834	F2: 0.21657
	Total predictions: 15000	True positives:  391	False positives:  636	False negatives: 1609	True negatives: 12364

['poi', 'shared_receipt_with_poi', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84879	Precision: 0.45004	Recall: 0.26350	F1: 0.33239	F2: 0.28732
	Total predictions: 14000	True positives:  527	False positives:  644	False negatives: 1473	True negatives: 11356

['poi', 'shared_receipt_with_poi', 'total_stock_value', 'salary', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'total_stock_value', 'salary', 'total_payments']
	Accuracy: 0.84333	Precision: 0.32943	Recall: 0.16900	F1: 0.22340	F2: 0.18724
	Total predictions: 15000	True positives:  338	False positives:  688	False negatives: 1662	True negatives: 12312

['poi', 'shared_receipt_with_poi', 'total_stock_value', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'total_stock_value', 'salary', 'exercised_stock_options']
	Accuracy: 0.84707	Precision: 0.44100	Recall: 0.26350	F1: 0.32989	F2: 0.28657
	Total predictions: 14000	True positives:  527	False positives:  668	False negatives: 1473	True negatives: 11332

['poi', 'shared_receipt_with_poi', 'total_stock_value', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'total_stock_value', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84880	Precision: 0.37950	Recall: 0.21100	F1: 0.27121	F2: 0.23156
	Total predictions: 15000	True positives:  422	False positives:  690	False negatives: 1578	True negatives: 12310

['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.77583	Precision: 0.13761	Recall: 0.06550	F1: 0.08875	F2: 0.07317
	Total predictions: 12000	True positives:  131	False positives:  821	False negatives: 1869	True negatives: 9179

['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.78567	Precision: 0.21795	Recall: 0.11050	F1: 0.14665	F2: 0.12259
	Total predictions: 12000	True positives:  221	False positives:  793	False negatives: 1779	True negatives: 9207

['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.82650	Precision: 0.10056	Recall: 0.02700	F1: 0.04257	F2: 0.03163
	Total predictions: 14000	True positives:   54	False positives:  483	False negatives: 1946	True negatives: 11517

['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.82692	Precision: 0.46452	Recall: 0.25200	F1: 0.32674	F2: 0.27738
	Total predictions: 12000	True positives:  504	False positives:  581	False negatives: 1496	True negatives: 9419

['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'restricted_stock', 'salary']
	Accuracy: 0.80023	Precision: 0.21919	Recall: 0.11650	F1: 0.15214	F2: 0.12854
	Total predictions: 13000	True positives:  233	False positives:  830	False negatives: 1767	True negatives: 10170

['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']
	Accuracy: 0.82364	Precision: 0.18608	Recall: 0.06950	F1: 0.10120	F2: 0.07946
	Total predictions: 14000	True positives:  139	False positives:  608	False negatives: 1861	True negatives: 11392

['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.83279	Precision: 0.37618	Recall: 0.25900	F1: 0.30678	F2: 0.27621
	Total predictions: 14000	True positives:  518	False positives:  859	False negatives: 1482	True negatives: 11141

['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'salary', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'salary', 'total_payments']
	Accuracy: 0.82757	Precision: 0.17350	Recall: 0.05500	F1: 0.08352	F2: 0.06370
	Total predictions: 14000	True positives:  110	False positives:  524	False negatives: 1890	True negatives: 11476

['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']
	Accuracy: 0.83254	Precision: 0.41595	Recall: 0.21900	F1: 0.28693	F2: 0.24191
	Total predictions: 13000	True positives:  438	False positives:  615	False negatives: 1562	True negatives: 10385

['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85487	Precision: 0.39909	Recall: 0.17500	F1: 0.24331	F2: 0.19714
	Total predictions: 15000	True positives:  350	False positives:  527	False negatives: 1650	True negatives: 12473

['poi', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'restricted_stock', 'salary']
	Accuracy: 0.79700	Precision: 0.21034	Recall: 0.11600	F1: 0.14953	F2: 0.12743
	Total predictions: 13000	True positives:  232	False positives:  871	False negatives: 1768	True negatives: 10129

['poi', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']
	Accuracy: 0.82379	Precision: 0.18658	Recall: 0.06950	F1: 0.10128	F2: 0.07947
	Total predictions: 14000	True positives:  139	False positives:  606	False negatives: 1861	True negatives: 11394

['poi', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.83514	Precision: 0.38099	Recall: 0.24650	F1: 0.29933	F2: 0.26522
	Total predictions: 14000	True positives:  493	False positives:  801	False negatives: 1507	True negatives: 11199

['poi', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'salary', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'salary', 'total_payments']
	Accuracy: 0.82729	Precision: 0.17241	Recall: 0.05500	F1: 0.08340	F2: 0.06367
	Total predictions: 14000	True positives:  110	False positives:  528	False negatives: 1890	True negatives: 11472

['poi', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']
	Accuracy: 0.83000	Precision: 0.40331	Recall: 0.21900	F1: 0.28386	F2: 0.24103
	Total predictions: 13000	True positives:  438	False positives:  648	False negatives: 1562	True negatives: 10352

['poi', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85507	Precision: 0.40046	Recall: 0.17500	F1: 0.24356	F2: 0.19721
	Total predictions: 15000	True positives:  350	False positives:  524	False negatives: 1650	True negatives: 12476

['poi', 'shared_receipt_with_poi', 'restricted_stock', 'salary', 'total_payments']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'restricted_stock', 'salary', 'total_payments']
	Accuracy: 0.81807	Precision: 0.16929	Recall: 0.07000	F1: 0.09904	F2: 0.07930
	Total predictions: 14000	True positives:  140	False positives:  687	False negatives: 1860	True negatives: 11313

['poi', 'shared_receipt_with_poi', 'restricted_stock', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'restricted_stock', 'salary', 'exercised_stock_options']
	Accuracy: 0.83600	Precision: 0.38179	Recall: 0.23900	F1: 0.29397	F2: 0.25832
	Total predictions: 14000	True positives:  478	False positives:  774	False negatives: 1522	True negatives: 11226

['poi', 'shared_receipt_with_poi', 'restricted_stock', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'restricted_stock', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85047	Precision: 0.37982	Recall: 0.19200	F1: 0.25506	F2: 0.21307
	Total predictions: 15000	True positives:  384	False positives:  627	False negatives: 1616	True negatives: 12373

['poi', 'shared_receipt_with_poi', 'salary', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'shared_receipt_with_poi', 'salary', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84787	Precision: 0.35612	Recall: 0.17450	F1: 0.23423	F2: 0.19432
	Total predictions: 15000	True positives:  349	False positives:  631	False negatives: 1651	True negatives: 12369

['poi', 'from_messages', 'other', 'director_fees', 'resto_dirfees']
GaussianNB()
['poi', 'from_messages', 'other', 'director_fees', 'resto_dirfees']
	Accuracy: 0.28992	Precision: 0.16396	Recall: 0.88200	F1: 0.27651	F2: 0.47017
	Total predictions: 13000	True positives: 1764	False positives: 8995	False negatives:  236	True negatives: 2005

['poi', 'from_messages', 'other', 'director_fees', 'bonus']
GaussianNB()
['poi', 'from_messages', 'other', 'director_fees', 'bonus']
	Accuracy: 0.30354	Precision: 0.16664	Recall: 0.88150	F1: 0.28029	F2: 0.47443
	Total predictions: 13000	True positives: 1763	False positives: 8817	False negatives:  237	True negatives: 2183

['poi', 'from_messages', 'other', 'director_fees', 'total_stock_value']
GaussianNB()
['poi', 'from_messages', 'other', 'director_fees', 'total_stock_value']
	Accuracy: 0.29647	Precision: 0.14701	Recall: 0.89050	F1: 0.25236	F2: 0.44270
	Total predictions: 15000	True positives: 1781	False positives: 10334	False negatives:  219	True negatives: 2666

['poi', 'from_messages', 'other', 'director_fees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'from_messages', 'other', 'director_fees', 'from_poi_to_this_person']
	Accuracy: 0.29938	Precision: 0.16579	Recall: 0.88150	F1: 0.27909	F2: 0.47306
	Total predictions: 13000	True positives: 1763	False positives: 8871	False negatives:  237	True negatives: 2129

['poi', 'from_messages', 'other', 'director_fees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'from_messages', 'other', 'director_fees', 'from_this_person_to_poi']
	Accuracy: 0.29654	Precision: 0.16521	Recall: 0.88150	F1: 0.27827	F2: 0.47212
	Total predictions: 13000	True positives: 1763	False positives: 8908	False negatives:  237	True negatives: 2092

['poi', 'from_messages', 'other', 'director_fees', 'restricted_stock']
GaussianNB()
['poi', 'from_messages', 'other', 'director_fees', 'restricted_stock']
	Accuracy: 0.29350	Precision: 0.15442	Recall: 0.88150	F1: 0.26280	F2: 0.45398
	Total predictions: 14000	True positives: 1763	False positives: 9654	False negatives:  237	True negatives: 2346

['poi', 'from_messages', 'other', 'director_fees', 'salary']
GaussianNB()
['poi', 'from_messages', 'other', 'director_fees', 'salary']
	Accuracy: 0.29969	Precision: 0.16698	Recall: 0.89050	F1: 0.28123	F2: 0.47707
	Total predictions: 13000	True positives: 1781	False positives: 8885	False negatives:  219	True negatives: 2115

['poi', 'from_messages', 'other', 'director_fees', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'other', 'director_fees', 'total_payments']
	Accuracy: 0.39114	Precision: 0.16106	Recall: 0.77500	F1: 0.26669	F2: 0.43974
	Total predictions: 14000	True positives: 1550	False positives: 8074	False negatives:  450	True negatives: 3926

['poi', 'from_messages', 'other', 'director_fees', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'other', 'director_fees', 'exercised_stock_options']
	Accuracy: 0.29267	Precision: 0.14533	Recall: 0.88200	F1: 0.24954	F2: 0.43798
	Total predictions: 15000	True positives: 1764	False positives: 10374	False negatives:  236	True negatives: 2626

['poi', 'from_messages', 'other', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'from_messages', 'other', 'resto_dirfees', 'bonus']
	Accuracy: 0.21617	Precision: 0.16183	Recall: 0.88600	F1: 0.27367	F2: 0.46755
	Total predictions: 12000	True positives: 1772	False positives: 9178	False negatives:  228	True negatives:  822

['poi', 'from_messages', 'other', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'from_messages', 'other', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.20657	Precision: 0.13794	Recall: 0.86750	F1: 0.23803	F2: 0.42157
	Total predictions: 14000	True positives: 1735	False positives: 10843	False negatives:  265	True negatives: 1157

['poi', 'from_messages', 'other', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'from_messages', 'other', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.21583	Precision: 0.16164	Recall: 0.88500	F1: 0.27336	F2: 0.46702
	Total predictions: 12000	True positives: 1770	False positives: 9180	False negatives:  230	True negatives:  820

['poi', 'from_messages', 'other', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'from_messages', 'other', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.20883	Precision: 0.16041	Recall: 0.88500	F1: 0.27160	F2: 0.46496
	Total predictions: 12000	True positives: 1770	False positives: 9264	False negatives:  230	True negatives:  736

['poi', 'from_messages', 'other', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'from_messages', 'other', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.20308	Precision: 0.14750	Recall: 0.87450	F1: 0.25242	F2: 0.44038
	Total predictions: 13000	True positives: 1749	False positives: 10109	False negatives:  251	True negatives:  891

['poi', 'from_messages', 'other', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'from_messages', 'other', 'resto_dirfees', 'salary']
	Accuracy: 0.21983	Precision: 0.16099	Recall: 0.87400	F1: 0.27189	F2: 0.46346
	Total predictions: 12000	True positives: 1748	False positives: 9110	False negatives:  252	True negatives:  890

['poi', 'from_messages', 'other', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'other', 'resto_dirfees', 'total_payments']
	Accuracy: 0.24714	Precision: 0.13771	Recall: 0.81150	F1: 0.23546	F2: 0.41014
	Total predictions: 14000	True positives: 1623	False positives: 10163	False negatives:  377	True negatives: 1837

['poi', 'from_messages', 'other', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'other', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.19650	Precision: 0.13913	Recall: 0.89150	F1: 0.24070	F2: 0.42830
	Total predictions: 14000	True positives: 1783	False positives: 11032	False negatives:  217	True negatives:  968

['poi', 'from_messages', 'other', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'from_messages', 'other', 'bonus', 'total_stock_value']
	Accuracy: 0.84450	Precision: 0.42063	Recall: 0.23450	F1: 0.30112	F2: 0.25727
	Total predictions: 14000	True positives:  469	False positives:  646	False negatives: 1531	True negatives: 11354

['poi', 'from_messages', 'other', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'from_messages', 'other', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.79492	Precision: 0.25965	Recall: 0.12450	F1: 0.16830	F2: 0.13897
	Total predictions: 12000	True positives:  249	False positives:  710	False negatives: 1751	True negatives: 9290

['poi', 'from_messages', 'other', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'from_messages', 'other', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.79858	Precision: 0.27362	Recall: 0.12600	F1: 0.17254	F2: 0.14124
	Total predictions: 12000	True positives:  252	False positives:  669	False negatives: 1748	True negatives: 9331

['poi', 'from_messages', 'other', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'from_messages', 'other', 'bonus', 'restricted_stock']
	Accuracy: 0.80077	Precision: 0.21851	Recall: 0.11450	F1: 0.15026	F2: 0.12655
	Total predictions: 13000	True positives:  229	False positives:  819	False negatives: 1771	True negatives: 10181

['poi', 'from_messages', 'other', 'bonus', 'salary']
GaussianNB()
['poi', 'from_messages', 'other', 'bonus', 'salary']
	Accuracy: 0.79375	Precision: 0.23872	Recall: 0.10850	F1: 0.14919	F2: 0.12179
	Total predictions: 12000	True positives:  217	False positives:  692	False negatives: 1783	True negatives: 9308

['poi', 'from_messages', 'other', 'bonus', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'other', 'bonus', 'total_payments']
	Accuracy: 0.82350	Precision: 0.24092	Recall: 0.10950	F1: 0.15057	F2: 0.12291
	Total predictions: 14000	True positives:  219	False positives:  690	False negatives: 1781	True negatives: 11310

['poi', 'from_messages', 'other', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'other', 'bonus', 'exercised_stock_options']
	Accuracy: 0.84629	Precision: 0.42950	Recall: 0.23150	F1: 0.30084	F2: 0.25501
	Total predictions: 14000	True positives:  463	False positives:  615	False negatives: 1537	True negatives: 11385

['poi', 'from_messages', 'other', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'from_messages', 'other', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.84679	Precision: 0.42360	Recall: 0.20100	F1: 0.27263	F2: 0.22461
	Total predictions: 14000	True positives:  402	False positives:  547	False negatives: 1598	True negatives: 11453

['poi', 'from_messages', 'other', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'from_messages', 'other', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.84657	Precision: 0.41921	Recall: 0.19200	F1: 0.26337	F2: 0.21534
	Total predictions: 14000	True positives:  384	False positives:  532	False negatives: 1616	True negatives: 11468

['poi', 'from_messages', 'other', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'from_messages', 'other', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.84779	Precision: 0.43597	Recall: 0.22300	F1: 0.29507	F2: 0.24715
	Total predictions: 14000	True positives:  446	False positives:  577	False negatives: 1554	True negatives: 11423

['poi', 'from_messages', 'other', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'from_messages', 'other', 'total_stock_value', 'salary']
	Accuracy: 0.84236	Precision: 0.38954	Recall: 0.18250	F1: 0.24855	F2: 0.20421
	Total predictions: 14000	True positives:  365	False positives:  572	False negatives: 1635	True negatives: 11428

['poi', 'from_messages', 'other', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'other', 'total_stock_value', 'total_payments']
	Accuracy: 0.84480	Precision: 0.33984	Recall: 0.17400	F1: 0.23016	F2: 0.19282
	Total predictions: 15000	True positives:  348	False positives:  676	False negatives: 1652	True negatives: 12324

['poi', 'from_messages', 'other', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'other', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.84321	Precision: 0.41240	Recall: 0.22950	F1: 0.29489	F2: 0.25184
	Total predictions: 14000	True positives:  459	False positives:  654	False negatives: 1541	True negatives: 11346

['poi', 'from_messages', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'from_messages', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.74150	Precision: 0.06682	Recall: 0.04250	F1: 0.05196	F2: 0.04584
	Total predictions: 12000	True positives:   85	False positives: 1187	False negatives: 1915	True negatives: 8813

['poi', 'from_messages', 'other', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'from_messages', 'other', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.80308	Precision: 0.16102	Recall: 0.06650	F1: 0.09413	F2: 0.07535
	Total predictions: 13000	True positives:  133	False positives:  693	False negatives: 1867	True negatives: 10307

['poi', 'from_messages', 'other', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'from_messages', 'other', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.79067	Precision: 0.16048	Recall: 0.06050	F1: 0.08787	F2: 0.06911
	Total predictions: 12000	True positives:  121	False positives:  633	False negatives: 1879	True negatives: 9367

['poi', 'from_messages', 'other', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'other', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.81507	Precision: 0.04762	Recall: 0.01550	F1: 0.02339	F2: 0.01792
	Total predictions: 14000	True positives:   31	False positives:  620	False negatives: 1969	True negatives: 11380

['poi', 'from_messages', 'other', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'other', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.83664	Precision: 0.36990	Recall: 0.20400	F1: 0.26297	F2: 0.22410
	Total predictions: 14000	True positives:  408	False positives:  695	False negatives: 1592	True negatives: 11305

['poi', 'from_messages', 'other', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'from_messages', 'other', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.80492	Precision: 0.15641	Recall: 0.06100	F1: 0.08777	F2: 0.06948
	Total predictions: 13000	True positives:  122	False positives:  658	False negatives: 1878	True negatives: 10342

['poi', 'from_messages', 'other', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'from_messages', 'other', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.78208	Precision: 0.14777	Recall: 0.06450	F1: 0.08980	F2: 0.07269
	Total predictions: 12000	True positives:  129	False positives:  744	False negatives: 1871	True negatives: 9256

['poi', 'from_messages', 'other', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'other', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.81764	Precision: 0.04448	Recall: 0.01350	F1: 0.02071	F2: 0.01568
	Total predictions: 14000	True positives:   27	False positives:  580	False negatives: 1973	True negatives: 11420

['poi', 'from_messages', 'other', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'other', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.83836	Precision: 0.37464	Recall: 0.19650	F1: 0.25779	F2: 0.21715
	Total predictions: 14000	True positives:  393	False positives:  656	False negatives: 1607	True negatives: 11344

['poi', 'from_messages', 'other', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'from_messages', 'other', 'restricted_stock', 'salary']
	Accuracy: 0.79969	Precision: 0.15837	Recall: 0.07000	F1: 0.09709	F2: 0.07879
	Total predictions: 13000	True positives:  140	False positives:  744	False negatives: 1860	True negatives: 10256

['poi', 'from_messages', 'other', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'other', 'restricted_stock', 'total_payments']
	Accuracy: 0.82193	Precision: 0.18357	Recall: 0.07150	F1: 0.10291	F2: 0.08144
	Total predictions: 14000	True positives:  143	False positives:  636	False negatives: 1857	True negatives: 11364

['poi', 'from_messages', 'other', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'other', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84200	Precision: 0.40485	Recall: 0.22550	F1: 0.28966	F2: 0.24742
	Total predictions: 14000	True positives:  451	False positives:  663	False negatives: 1549	True negatives: 11337

['poi', 'from_messages', 'other', 'salary', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'other', 'salary', 'total_payments']
	Accuracy: 0.82257	Precision: 0.17030	Recall: 0.06250	F1: 0.09144	F2: 0.07156
	Total predictions: 14000	True positives:  125	False positives:  609	False negatives: 1875	True negatives: 11391

['poi', 'from_messages', 'other', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'other', 'salary', 'exercised_stock_options']
	Accuracy: 0.83736	Precision: 0.36355	Recall: 0.18450	F1: 0.24478	F2: 0.20466
	Total predictions: 14000	True positives:  369	False positives:  646	False negatives: 1631	True negatives: 11354

['poi', 'from_messages', 'other', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'other', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85033	Precision: 0.36785	Recall: 0.17050	F1: 0.23300	F2: 0.19099
	Total predictions: 15000	True positives:  341	False positives:  586	False negatives: 1659	True negatives: 12414

['poi', 'from_messages', 'director_fees', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'resto_dirfees', 'bonus']
	Accuracy: 0.31100	Precision: 0.18704	Recall: 0.93650	F1: 0.31180	F2: 0.51987
	Total predictions: 12000	True positives: 1873	False positives: 8141	False negatives:  127	True negatives: 1859

['poi', 'from_messages', 'director_fees', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.26113	Precision: 0.14688	Recall: 0.94450	F1: 0.25422	F2: 0.45276
	Total predictions: 15000	True positives: 1889	False positives: 10972	False negatives:  111	True negatives: 2028

['poi', 'from_messages', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.29040	Precision: 0.11805	Recall: 0.94200	F1: 0.20980	F2: 0.39316
	Total predictions: 10000	True positives:  942	False positives: 7038	False negatives:   58	True negatives: 1962

['poi', 'from_messages', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.28920	Precision: 0.11787	Recall: 0.94200	F1: 0.20952	F2: 0.39276
	Total predictions: 10000	True positives:  942	False positives: 7050	False negatives:   58	True negatives: 1950

['poi', 'from_messages', 'director_fees', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.27579	Precision: 0.15696	Recall: 0.93100	F1: 0.26863	F2: 0.46871
	Total predictions: 14000	True positives: 1862	False positives: 10001	False negatives:  138	True negatives: 1999

['poi', 'from_messages', 'director_fees', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'resto_dirfees', 'salary']
	Accuracy: 0.29008	Precision: 0.17000	Recall: 0.93100	F1: 0.28750	F2: 0.49122
	Total predictions: 13000	True positives: 1862	False positives: 9091	False negatives:  138	True negatives: 1909

['poi', 'from_messages', 'director_fees', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'resto_dirfees', 'total_payments']
	Accuracy: 0.27343	Precision: 0.15285	Recall: 0.89950	F1: 0.26129	F2: 0.45498
	Total predictions: 14000	True positives: 1799	False positives: 9971	False negatives:  201	True negatives: 2029

['poi', 'from_messages', 'director_fees', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.29092	Precision: 0.17131	Recall: 0.94050	F1: 0.28983	F2: 0.49552
	Total predictions: 13000	True positives: 1881	False positives: 9099	False negatives:  119	True negatives: 1901

['poi', 'from_messages', 'director_fees', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'bonus', 'total_stock_value']
	Accuracy: 0.28467	Precision: 0.15102	Recall: 0.94450	F1: 0.26041	F2: 0.46055
	Total predictions: 15000	True positives: 1889	False positives: 10619	False negatives:  111	True negatives: 2381

['poi', 'from_messages', 'director_fees', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.31608	Precision: 0.18762	Recall: 0.93200	F1: 0.31236	F2: 0.51965
	Total predictions: 12000	True positives: 1864	False positives: 8071	False negatives:  136	True negatives: 1929

['poi', 'from_messages', 'director_fees', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.30942	Precision: 0.18612	Recall: 0.93200	F1: 0.31028	F2: 0.51735
	Total predictions: 12000	True positives: 1864	False positives: 8151	False negatives:  136	True negatives: 1849

['poi', 'from_messages', 'director_fees', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'bonus', 'restricted_stock']
	Accuracy: 0.28993	Precision: 0.16050	Recall: 0.93850	F1: 0.27411	F2: 0.47652
	Total predictions: 14000	True positives: 1877	False positives: 9818	False negatives:  123	True negatives: 2182

['poi', 'from_messages', 'director_fees', 'bonus', 'salary']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'bonus', 'salary']
	Accuracy: 0.29685	Precision: 0.17138	Recall: 0.93100	F1: 0.28947	F2: 0.49351
	Total predictions: 13000	True positives: 1862	False positives: 9003	False negatives:  138	True negatives: 1997

['poi', 'from_messages', 'director_fees', 'bonus', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'bonus', 'total_payments']
	Accuracy: 0.33857	Precision: 0.16062	Recall: 0.85900	F1: 0.27064	F2: 0.45946
	Total predictions: 14000	True positives: 1718	False positives: 8978	False negatives:  282	True negatives: 3022

['poi', 'from_messages', 'director_fees', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'bonus', 'exercised_stock_options']
	Accuracy: 0.29021	Precision: 0.16188	Recall: 0.95000	F1: 0.27663	F2: 0.48133
	Total predictions: 14000	True positives: 1900	False positives: 9837	False negatives:  100	True negatives: 2163

['poi', 'from_messages', 'director_fees', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.28960	Precision: 0.15192	Recall: 0.94450	F1: 0.26174	F2: 0.46222
	Total predictions: 15000	True positives: 1889	False positives: 10545	False negatives:  111	True negatives: 2455

['poi', 'from_messages', 'director_fees', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.29013	Precision: 0.15202	Recall: 0.94450	F1: 0.26189	F2: 0.46240
	Total predictions: 15000	True positives: 1889	False positives: 10537	False negatives:  111	True negatives: 2463

['poi', 'from_messages', 'director_fees', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.29880	Precision: 0.15363	Recall: 0.94450	F1: 0.26427	F2: 0.46536
	Total predictions: 15000	True positives: 1889	False positives: 10407	False negatives:  111	True negatives: 2593

['poi', 'from_messages', 'director_fees', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'total_stock_value', 'salary']
	Accuracy: 0.28807	Precision: 0.15091	Recall: 0.93800	F1: 0.26000	F2: 0.45911
	Total predictions: 15000	True positives: 1876	False positives: 10555	False negatives:  124	True negatives: 2445

['poi', 'from_messages', 'director_fees', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'total_stock_value', 'total_payments']
	Accuracy: 0.65633	Precision: 0.17046	Recall: 0.40800	F1: 0.24046	F2: 0.31907
	Total predictions: 15000	True positives:  816	False positives: 3971	False negatives: 1184	True negatives: 9029

['poi', 'from_messages', 'director_fees', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.30880	Precision: 0.15439	Recall: 0.93450	F1: 0.26499	F2: 0.46479
	Total predictions: 15000	True positives: 1869	False positives: 10237	False negatives:  131	True negatives: 2763

['poi', 'from_messages', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.28850	Precision: 0.11776	Recall: 0.94200	F1: 0.20936	F2: 0.39253
	Total predictions: 10000	True positives:  942	False positives: 7057	False negatives:   58	True negatives: 1943

['poi', 'from_messages', 'director_fees', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.28157	Precision: 0.15746	Recall: 0.92600	F1: 0.26915	F2: 0.46858
	Total predictions: 14000	True positives: 1852	False positives: 9910	False negatives:  148	True negatives: 2090

['poi', 'from_messages', 'director_fees', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.29677	Precision: 0.17136	Recall: 0.93100	F1: 0.28945	F2: 0.49348
	Total predictions: 13000	True positives: 1862	False positives: 9004	False negatives:  138	True negatives: 1996

['poi', 'from_messages', 'director_fees', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.29464	Precision: 0.15662	Recall: 0.89800	F1: 0.26673	F2: 0.46129
	Total predictions: 14000	True positives: 1796	False positives: 9671	False negatives:  204	True negatives: 2329

['poi', 'from_messages', 'director_fees', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.31069	Precision: 0.17542	Recall: 0.94050	F1: 0.29568	F2: 0.50232
	Total predictions: 13000	True positives: 1881	False positives: 8842	False negatives:  119	True negatives: 2158

['poi', 'from_messages', 'director_fees', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.28586	Precision: 0.15826	Recall: 0.92600	F1: 0.27033	F2: 0.47000
	Total predictions: 14000	True positives: 1852	False positives: 9850	False negatives:  148	True negatives: 2150

['poi', 'from_messages', 'director_fees', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.28869	Precision: 0.16972	Recall: 0.93100	F1: 0.28710	F2: 0.49075
	Total predictions: 13000	True positives: 1862	False positives: 9109	False negatives:  138	True negatives: 1891

['poi', 'from_messages', 'director_fees', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.29736	Precision: 0.15714	Recall: 0.89800	F1: 0.26748	F2: 0.46220
	Total predictions: 14000	True positives: 1796	False positives: 9633	False negatives:  204	True negatives: 2367

['poi', 'from_messages', 'director_fees', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.31262	Precision: 0.17577	Recall: 0.94000	F1: 0.29616	F2: 0.50278
	Total predictions: 13000	True positives: 1880	False positives: 8816	False negatives:  120	True negatives: 2184

['poi', 'from_messages', 'director_fees', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'restricted_stock', 'salary']
	Accuracy: 0.28357	Precision: 0.15772	Recall: 0.92500	F1: 0.26948	F2: 0.46883
	Total predictions: 14000	True positives: 1850	False positives: 9880	False negatives:  150	True negatives: 2120

['poi', 'from_messages', 'director_fees', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'restricted_stock', 'total_payments']
	Accuracy: 0.33193	Precision: 0.15547	Recall: 0.82950	F1: 0.26186	F2: 0.44427
	Total predictions: 14000	True positives: 1659	False positives: 9012	False negatives:  341	True negatives: 2988

['poi', 'from_messages', 'director_fees', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.29733	Precision: 0.15324	Recall: 0.94350	F1: 0.26366	F2: 0.46446
	Total predictions: 15000	True positives: 1887	False positives: 10427	False negatives:  113	True negatives: 2573

['poi', 'from_messages', 'director_fees', 'salary', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'salary', 'total_payments']
	Accuracy: 0.31064	Precision: 0.15889	Recall: 0.89100	F1: 0.26969	F2: 0.46370
	Total predictions: 14000	True positives: 1782	False positives: 9433	False negatives:  218	True negatives: 2567

['poi', 'from_messages', 'director_fees', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'salary', 'exercised_stock_options']
	Accuracy: 0.29979	Precision: 0.16241	Recall: 0.93850	F1: 0.27690	F2: 0.47988
	Total predictions: 14000	True positives: 1877	False positives: 9680	False negatives:  123	True negatives: 2320

['poi', 'from_messages', 'director_fees', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'director_fees', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.65580	Precision: 0.16373	Recall: 0.38500	F1: 0.22975	F2: 0.30308
	Total predictions: 15000	True positives:  770	False positives: 3933	False negatives: 1230	True negatives: 9067

['poi', 'from_messages', 'resto_dirfees', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'bonus', 'total_stock_value']
	Accuracy: 0.19550	Precision: 0.14480	Recall: 0.94400	F1: 0.25108	F2: 0.44869
	Total predictions: 14000	True positives: 1888	False positives: 11151	False negatives:  112	True negatives:  849

['poi', 'from_messages', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.24536	Precision: 0.18617	Recall: 0.93450	F1: 0.31049	F2: 0.51804
	Total predictions: 11000	True positives: 1869	False positives: 8170	False negatives:  131	True negatives:  830

['poi', 'from_messages', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.23755	Precision: 0.18459	Recall: 0.93450	F1: 0.30829	F2: 0.51559
	Total predictions: 11000	True positives: 1869	False positives: 8256	False negatives:  131	True negatives:  744

['poi', 'from_messages', 'resto_dirfees', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'bonus', 'restricted_stock']
	Accuracy: 0.20862	Precision: 0.15610	Recall: 0.94050	F1: 0.26776	F2: 0.46908
	Total predictions: 13000	True positives: 1881	False positives: 10169	False negatives:  119	True negatives:  831

['poi', 'from_messages', 'resto_dirfees', 'bonus', 'salary']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'bonus', 'salary']
	Accuracy: 0.22408	Precision: 0.16951	Recall: 0.93750	F1: 0.28711	F2: 0.49184
	Total predictions: 12000	True positives: 1875	False positives: 9186	False negatives:  125	True negatives:  814

['poi', 'from_messages', 'resto_dirfees', 'bonus', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'bonus', 'total_payments']
	Accuracy: 0.23800	Precision: 0.13708	Recall: 0.81850	F1: 0.23483	F2: 0.41044
	Total predictions: 14000	True positives: 1637	False positives: 10305	False negatives:  363	True negatives: 1695

['poi', 'from_messages', 'resto_dirfees', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'bonus', 'exercised_stock_options']
	Accuracy: 0.21331	Precision: 0.15729	Recall: 0.94400	F1: 0.26966	F2: 0.47193
	Total predictions: 13000	True positives: 1888	False positives: 10115	False negatives:  112	True negatives:  885

['poi', 'from_messages', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.19321	Precision: 0.14477	Recall: 0.94700	F1: 0.25114	F2: 0.44918
	Total predictions: 14000	True positives: 1894	False positives: 11189	False negatives:  106	True negatives:  811

['poi', 'from_messages', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.19329	Precision: 0.14478	Recall: 0.94700	F1: 0.25116	F2: 0.44920
	Total predictions: 14000	True positives: 1894	False positives: 11188	False negatives:  106	True negatives:  812

['poi', 'from_messages', 'resto_dirfees', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.19736	Precision: 0.14476	Recall: 0.94100	F1: 0.25092	F2: 0.44807
	Total predictions: 14000	True positives: 1882	False positives: 11119	False negatives:  118	True negatives:  881

['poi', 'from_messages', 'resto_dirfees', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'total_stock_value', 'salary']
	Accuracy: 0.20079	Precision: 0.14518	Recall: 0.94000	F1: 0.25152	F2: 0.44871
	Total predictions: 14000	True positives: 1880	False positives: 11069	False negatives:  120	True negatives:  931

['poi', 'from_messages', 'resto_dirfees', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'total_stock_value', 'total_payments']
	Accuracy: 0.24453	Precision: 0.13184	Recall: 0.83550	F1: 0.22775	F2: 0.40413
	Total predictions: 15000	True positives: 1671	False positives: 11003	False negatives:  329	True negatives: 1997

['poi', 'from_messages', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.22450	Precision: 0.14427	Recall: 0.89800	F1: 0.24860	F2: 0.43914
	Total predictions: 14000	True positives: 1796	False positives: 10653	False negatives:  204	True negatives: 1347

['poi', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.18289	Precision: 0.11341	Recall: 0.93200	F1: 0.20221	F2: 0.38140
	Total predictions: 9000	True positives:  932	False positives: 7286	False negatives:   68	True negatives:  714

['poi', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.21992	Precision: 0.16779	Recall: 0.92950	F1: 0.28427	F2: 0.48718
	Total predictions: 12000	True positives: 1859	False positives: 9220	False negatives:  141	True negatives:  780

['poi', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.22308	Precision: 0.16933	Recall: 0.93750	F1: 0.28685	F2: 0.49153
	Total predictions: 12000	True positives: 1875	False positives: 9198	False negatives:  125	True negatives:  802

['poi', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.22536	Precision: 0.13771	Recall: 0.84050	F1: 0.23664	F2: 0.41594
	Total predictions: 14000	True positives: 1681	False positives: 10526	False negatives:  319	True negatives: 1474

['poi', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.20977	Precision: 0.15601	Recall: 0.93800	F1: 0.26752	F2: 0.46841
	Total predictions: 13000	True positives: 1876	False positives: 10149	False negatives:  124	True negatives:  851

['poi', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.21467	Precision: 0.16685	Recall: 0.92950	F1: 0.28291	F2: 0.48558
	Total predictions: 12000	True positives: 1859	False positives: 9283	False negatives:  141	True negatives:  717

['poi', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.21700	Precision: 0.16822	Recall: 0.93750	F1: 0.28526	F2: 0.48966
	Total predictions: 12000	True positives: 1875	False positives: 9271	False negatives:  125	True negatives:  729

['poi', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.22936	Precision: 0.13637	Recall: 0.82400	F1: 0.23401	F2: 0.41026
	Total predictions: 14000	True positives: 1648	False positives: 10437	False negatives:  352	True negatives: 1563

['poi', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.20962	Precision: 0.15598	Recall: 0.93800	F1: 0.26748	F2: 0.46837
	Total predictions: 13000	True positives: 1876	False positives: 10151	False negatives:  124	True negatives:  849

['poi', 'from_messages', 'resto_dirfees', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'restricted_stock', 'salary']
	Accuracy: 0.20977	Precision: 0.15463	Recall: 0.92600	F1: 0.26501	F2: 0.46353
	Total predictions: 13000	True positives: 1852	False positives: 10125	False negatives:  148	True negatives:  875

['poi', 'from_messages', 'resto_dirfees', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'restricted_stock', 'total_payments']
	Accuracy: 0.22614	Precision: 0.13562	Recall: 0.82200	F1: 0.23283	F2: 0.40851
	Total predictions: 14000	True positives: 1644	False positives: 10478	False negatives:  356	True negatives: 1522

['poi', 'from_messages', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.19579	Precision: 0.14495	Recall: 0.94500	F1: 0.25135	F2: 0.44917
	Total predictions: 14000	True positives: 1890	False positives: 11149	False negatives:  110	True negatives:  851

['poi', 'from_messages', 'resto_dirfees', 'salary', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'salary', 'total_payments']
	Accuracy: 0.24014	Precision: 0.13930	Recall: 0.83400	F1: 0.23873	F2: 0.41754
	Total predictions: 14000	True positives: 1668	False positives: 10306	False negatives:  332	True negatives: 1694

['poi', 'from_messages', 'resto_dirfees', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'salary', 'exercised_stock_options']
	Accuracy: 0.19543	Precision: 0.14538	Recall: 0.94950	F1: 0.25216	F2: 0.45081
	Total predictions: 14000	True positives: 1899	False positives: 11163	False negatives:  101	True negatives:  837

['poi', 'from_messages', 'resto_dirfees', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'resto_dirfees', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.25287	Precision: 0.13104	Recall: 0.81750	F1: 0.22588	F2: 0.39923
	Total predictions: 15000	True positives: 1635	False positives: 10842	False negatives:  365	True negatives: 2158

['poi', 'from_messages', 'bonus', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'from_messages', 'bonus', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.85271	Precision: 0.47623	Recall: 0.31050	F1: 0.37591	F2: 0.33373
	Total predictions: 14000	True positives:  621	False positives:  683	False negatives: 1379	True negatives: 11317

['poi', 'from_messages', 'bonus', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'from_messages', 'bonus', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.85521	Precision: 0.48905	Recall: 0.30150	F1: 0.37303	F2: 0.32655
	Total predictions: 14000	True positives:  603	False positives:  630	False negatives: 1397	True negatives: 11370

['poi', 'from_messages', 'bonus', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'from_messages', 'bonus', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.85421	Precision: 0.48419	Recall: 0.31400	F1: 0.38095	F2: 0.33774
	Total predictions: 14000	True positives:  628	False positives:  669	False negatives: 1372	True negatives: 11331

['poi', 'from_messages', 'bonus', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'from_messages', 'bonus', 'total_stock_value', 'salary']
	Accuracy: 0.84764	Precision: 0.44684	Recall: 0.27950	F1: 0.34389	F2: 0.30213
	Total predictions: 14000	True positives:  559	False positives:  692	False negatives: 1441	True negatives: 11308

['poi', 'from_messages', 'bonus', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'bonus', 'total_stock_value', 'total_payments']
	Accuracy: 0.85240	Precision: 0.40395	Recall: 0.22500	F1: 0.28902	F2: 0.24687
	Total predictions: 15000	True positives:  450	False positives:  664	False negatives: 1550	True negatives: 12336

['poi', 'from_messages', 'bonus', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'bonus', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.84571	Precision: 0.44536	Recall: 0.32600	F1: 0.37644	F2: 0.34446
	Total predictions: 14000	True positives:  652	False positives:  812	False negatives: 1348	True negatives: 11188

['poi', 'from_messages', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'from_messages', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.75564	Precision: 0.28580	Recall: 0.22950	F1: 0.25458	F2: 0.23891
	Total predictions: 11000	True positives:  459	False positives: 1147	False negatives: 1541	True negatives: 7853

['poi', 'from_messages', 'bonus', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'from_messages', 'bonus', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.80575	Precision: 0.34041	Recall: 0.17650	F1: 0.23247	F2: 0.19531
	Total predictions: 12000	True positives:  353	False positives:  684	False negatives: 1647	True negatives: 9316

['poi', 'from_messages', 'bonus', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'from_messages', 'bonus', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.81092	Precision: 0.36345	Recall: 0.17900	F1: 0.23987	F2: 0.19922
	Total predictions: 12000	True positives:  358	False positives:  627	False negatives: 1642	True negatives: 9373

['poi', 'from_messages', 'bonus', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'bonus', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.83450	Precision: 0.29117	Recall: 0.11050	F1: 0.16020	F2: 0.12616
	Total predictions: 14000	True positives:  221	False positives:  538	False negatives: 1779	True negatives: 11462

['poi', 'from_messages', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.84369	Precision: 0.48764	Recall: 0.31550	F1: 0.38312	F2: 0.33947
	Total predictions: 13000	True positives:  631	False positives:  663	False negatives: 1369	True negatives: 10337

['poi', 'from_messages', 'bonus', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'from_messages', 'bonus', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.80942	Precision: 0.35806	Recall: 0.18100	F1: 0.24045	F2: 0.20087
	Total predictions: 12000	True positives:  362	False positives:  649	False negatives: 1638	True negatives: 9351

['poi', 'from_messages', 'bonus', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'from_messages', 'bonus', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.80000	Precision: 0.32935	Recall: 0.19300	F1: 0.24338	F2: 0.21042
	Total predictions: 12000	True positives:  386	False positives:  786	False negatives: 1614	True negatives: 9214

['poi', 'from_messages', 'bonus', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'bonus', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.83243	Precision: 0.28046	Recall: 0.11050	F1: 0.15854	F2: 0.12574
	Total predictions: 14000	True positives:  221	False positives:  567	False negatives: 1779	True negatives: 11433

['poi', 'from_messages', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.84608	Precision: 0.49959	Recall: 0.30550	F1: 0.37915	F2: 0.33124
	Total predictions: 13000	True positives:  611	False positives:  612	False negatives: 1389	True negatives: 10388

['poi', 'from_messages', 'bonus', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'from_messages', 'bonus', 'restricted_stock', 'salary']
	Accuracy: 0.81569	Precision: 0.32723	Recall: 0.18750	F1: 0.23840	F2: 0.20501
	Total predictions: 13000	True positives:  375	False positives:  771	False negatives: 1625	True negatives: 10229

['poi', 'from_messages', 'bonus', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'bonus', 'restricted_stock', 'total_payments']
	Accuracy: 0.83214	Precision: 0.29651	Recall: 0.12750	F1: 0.17832	F2: 0.14391
	Total predictions: 14000	True positives:  255	False positives:  605	False negatives: 1745	True negatives: 11395

['poi', 'from_messages', 'bonus', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'bonus', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84900	Precision: 0.45839	Recall: 0.31400	F1: 0.37270	F2: 0.33511
	Total predictions: 14000	True positives:  628	False positives:  742	False negatives: 1372	True negatives: 11258

['poi', 'from_messages', 'bonus', 'salary', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'bonus', 'salary', 'total_payments']
	Accuracy: 0.83171	Precision: 0.27694	Recall: 0.11050	F1: 0.15797	F2: 0.12560
	Total predictions: 14000	True positives:  221	False positives:  577	False negatives: 1779	True negatives: 11423

['poi', 'from_messages', 'bonus', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'bonus', 'salary', 'exercised_stock_options']
	Accuracy: 0.83985	Precision: 0.46589	Recall: 0.28000	F1: 0.34978	F2: 0.30428
	Total predictions: 13000	True positives:  560	False positives:  642	False negatives: 1440	True negatives: 10358

['poi', 'from_messages', 'bonus', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'bonus', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.86100	Precision: 0.45780	Recall: 0.23050	F1: 0.30662	F2: 0.25591
	Total predictions: 15000	True positives:  461	False positives:  546	False negatives: 1539	True negatives: 12454

['poi', 'from_messages', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'from_messages', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.86400	Precision: 0.54752	Recall: 0.27650	F1: 0.36744	F2: 0.30688
	Total predictions: 14000	True positives:  553	False positives:  457	False negatives: 1447	True negatives: 11543

['poi', 'from_messages', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'from_messages', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.86179	Precision: 0.53286	Recall: 0.26350	F1: 0.35263	F2: 0.29314
	Total predictions: 14000	True positives:  527	False positives:  462	False negatives: 1473	True negatives: 11538

['poi', 'from_messages', 'total_stock_value', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'from_messages', 'total_stock_value', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.85214	Precision: 0.46841	Recall: 0.25950	F1: 0.33398	F2: 0.28491
	Total predictions: 14000	True positives:  519	False positives:  589	False negatives: 1481	True negatives: 11411

['poi', 'from_messages', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.85393	Precision: 0.39517	Recall: 0.18000	F1: 0.24734	F2: 0.20200
	Total predictions: 15000	True positives:  360	False positives:  551	False negatives: 1640	True negatives: 12449

['poi', 'from_messages', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.84357	Precision: 0.42692	Recall: 0.27750	F1: 0.33636	F2: 0.29839
	Total predictions: 14000	True positives:  555	False positives:  745	False negatives: 1445	True negatives: 11255

['poi', 'from_messages', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'from_messages', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.86186	Precision: 0.53340	Recall: 0.26350	F1: 0.35274	F2: 0.29317
	Total predictions: 14000	True positives:  527	False positives:  461	False negatives: 1473	True negatives: 11539

['poi', 'from_messages', 'total_stock_value', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'from_messages', 'total_stock_value', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.85586	Precision: 0.49146	Recall: 0.25900	F1: 0.33923	F2: 0.28606
	Total predictions: 14000	True positives:  518	False positives:  536	False negatives: 1482	True negatives: 11464

['poi', 'from_messages', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.85360	Precision: 0.39278	Recall: 0.17950	F1: 0.24640	F2: 0.20137
	Total predictions: 15000	True positives:  359	False positives:  555	False negatives: 1641	True negatives: 12445

['poi', 'from_messages', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.84371	Precision: 0.42758	Recall: 0.27750	F1: 0.33657	F2: 0.29845
	Total predictions: 14000	True positives:  555	False positives:  743	False negatives: 1445	True negatives: 11257

['poi', 'from_messages', 'total_stock_value', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'from_messages', 'total_stock_value', 'restricted_stock', 'salary']
	Accuracy: 0.85657	Precision: 0.49638	Recall: 0.27450	F1: 0.35351	F2: 0.30145
	Total predictions: 14000	True positives:  549	False positives:  557	False negatives: 1451	True negatives: 11443

['poi', 'from_messages', 'total_stock_value', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'total_stock_value', 'restricted_stock', 'total_payments']
	Accuracy: 0.85540	Precision: 0.41351	Recall: 0.20200	F1: 0.27141	F2: 0.22502
	Total predictions: 15000	True positives:  404	False positives:  573	False negatives: 1596	True negatives: 12427

['poi', 'from_messages', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84671	Precision: 0.43917	Recall: 0.26350	F1: 0.32937	F2: 0.28641
	Total predictions: 14000	True positives:  527	False positives:  673	False negatives: 1473	True negatives: 11327

['poi', 'from_messages', 'total_stock_value', 'salary', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'total_stock_value', 'salary', 'total_payments']
	Accuracy: 0.85107	Precision: 0.37527	Recall: 0.17600	F1: 0.23962	F2: 0.19691
	Total predictions: 15000	True positives:  352	False positives:  586	False negatives: 1648	True negatives: 12414

['poi', 'from_messages', 'total_stock_value', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'total_stock_value', 'salary', 'exercised_stock_options']
	Accuracy: 0.84536	Precision: 0.43232	Recall: 0.26350	F1: 0.32743	F2: 0.28582
	Total predictions: 14000	True positives:  527	False positives:  692	False negatives: 1473	True negatives: 11308

['poi', 'from_messages', 'total_stock_value', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'total_stock_value', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84733	Precision: 0.37413	Recall: 0.21550	F1: 0.27348	F2: 0.23547
	Total predictions: 15000	True positives:  431	False positives:  721	False negatives: 1569	True negatives: 12279

['poi', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.77967	Precision: 0.19850	Recall: 0.10600	F1: 0.13820	F2: 0.11689
	Total predictions: 12000	True positives:  212	False positives:  856	False negatives: 1788	True negatives: 9144

['poi', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.74775	Precision: 0.19085	Recall: 0.15850	F1: 0.17318	F2: 0.16406
	Total predictions: 12000	True positives:  317	False positives: 1344	False negatives: 1683	True negatives: 8656

['poi', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.83229	Precision: 0.18592	Recall: 0.05150	F1: 0.08066	F2: 0.06021
	Total predictions: 14000	True positives:  103	False positives:  451	False negatives: 1897	True negatives: 11549

['poi', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.84200	Precision: 0.54771	Recall: 0.29850	F1: 0.38641	F2: 0.32838
	Total predictions: 12000	True positives:  597	False positives:  493	False negatives: 1403	True negatives: 9507

['poi', 'from_messages', 'from_poi_to_this_person', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'from_messages', 'from_poi_to_this_person', 'restricted_stock', 'salary']
	Accuracy: 0.81646	Precision: 0.28744	Recall: 0.13050	F1: 0.17950	F2: 0.14650
	Total predictions: 13000	True positives:  261	False positives:  647	False negatives: 1739	True negatives: 10353

['poi', 'from_messages', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']
	Accuracy: 0.83393	Precision: 0.23051	Recall: 0.06950	F1: 0.10680	F2: 0.08079
	Total predictions: 14000	True positives:  139	False positives:  464	False negatives: 1861	True negatives: 11536

['poi', 'from_messages', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84600	Precision: 0.43554	Recall: 0.26350	F1: 0.32835	F2: 0.28610
	Total predictions: 14000	True positives:  527	False positives:  683	False negatives: 1473	True negatives: 11317

['poi', 'from_messages', 'from_poi_to_this_person', 'salary', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'from_poi_to_this_person', 'salary', 'total_payments']
	Accuracy: 0.83386	Precision: 0.20147	Recall: 0.05500	F1: 0.08641	F2: 0.06436
	Total predictions: 14000	True positives:  110	False positives:  436	False negatives: 1890	True negatives: 11564

['poi', 'from_messages', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']
	Accuracy: 0.84346	Precision: 0.48393	Recall: 0.26350	F1: 0.34121	F2: 0.28991
	Total predictions: 13000	True positives:  527	False positives:  562	False negatives: 1473	True negatives: 10438

['poi', 'from_messages', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85907	Precision: 0.43214	Recall: 0.18150	F1: 0.25563	F2: 0.20532
	Total predictions: 15000	True positives:  363	False positives:  477	False negatives: 1637	True negatives: 12523

['poi', 'from_messages', 'from_this_person_to_poi', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'from_messages', 'from_this_person_to_poi', 'restricted_stock', 'salary']
	Accuracy: 0.81354	Precision: 0.27542	Recall: 0.13000	F1: 0.17663	F2: 0.14535
	Total predictions: 13000	True positives:  260	False positives:  684	False negatives: 1740	True negatives: 10316

['poi', 'from_messages', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']
	Accuracy: 0.83379	Precision: 0.22975	Recall: 0.06950	F1: 0.10672	F2: 0.08077
	Total predictions: 14000	True positives:  139	False positives:  466	False negatives: 1861	True negatives: 11534

['poi', 'from_messages', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84779	Precision: 0.44473	Recall: 0.26350	F1: 0.33093	F2: 0.28688
	Total predictions: 14000	True positives:  527	False positives:  658	False negatives: 1473	True negatives: 11342

['poi', 'from_messages', 'from_this_person_to_poi', 'salary', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'from_this_person_to_poi', 'salary', 'total_payments']
	Accuracy: 0.83257	Precision: 0.19504	Recall: 0.05500	F1: 0.08580	F2: 0.06422
	Total predictions: 14000	True positives:  110	False positives:  454	False negatives: 1890	True negatives: 11546

['poi', 'from_messages', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']
	Accuracy: 0.84477	Precision: 0.49136	Recall: 0.25600	F1: 0.33662	F2: 0.28312
	Total predictions: 13000	True positives:  512	False positives:  530	False negatives: 1488	True negatives: 10470

['poi', 'from_messages', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.86047	Precision: 0.44336	Recall: 0.18200	F1: 0.25806	F2: 0.20633
	Total predictions: 15000	True positives:  364	False positives:  457	False negatives: 1636	True negatives: 12543

['poi', 'from_messages', 'restricted_stock', 'salary', 'total_payments']
GaussianNB()
['poi', 'from_messages', 'restricted_stock', 'salary', 'total_payments']
	Accuracy: 0.83079	Precision: 0.22172	Recall: 0.07350	F1: 0.11040	F2: 0.08484
	Total predictions: 14000	True positives:  147	False positives:  516	False negatives: 1853	True negatives: 11484

['poi', 'from_messages', 'restricted_stock', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'restricted_stock', 'salary', 'exercised_stock_options']
	Accuracy: 0.84750	Precision: 0.44578	Recall: 0.27750	F1: 0.34206	F2: 0.30016
	Total predictions: 14000	True positives:  555	False positives:  690	False negatives: 1445	True negatives: 11310

['poi', 'from_messages', 'restricted_stock', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'restricted_stock', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85607	Precision: 0.42026	Recall: 0.20950	F1: 0.27961	F2: 0.23286
	Total predictions: 15000	True positives:  419	False positives:  578	False negatives: 1581	True negatives: 12422

['poi', 'from_messages', 'salary', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'from_messages', 'salary', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85673	Precision: 0.41427	Recall: 0.18000	F1: 0.25096	F2: 0.20295
	Total predictions: 15000	True positives:  360	False positives:  509	False negatives: 1640	True negatives: 12491

['poi', 'other', 'director_fees', 'resto_dirfees', 'bonus']
GaussianNB()
['poi', 'other', 'director_fees', 'resto_dirfees', 'bonus']
	Accuracy: 0.31418	Precision: 0.20019	Recall: 0.92550	F1: 0.32918	F2: 0.53665
	Total predictions: 11000	True positives: 1851	False positives: 7395	False negatives:  149	True negatives: 1605

['poi', 'other', 'director_fees', 'resto_dirfees', 'total_stock_value']
GaussianNB()
['poi', 'other', 'director_fees', 'resto_dirfees', 'total_stock_value']
	Accuracy: 0.23960	Precision: 0.14274	Recall: 0.93950	F1: 0.24782	F2: 0.44391
	Total predictions: 15000	True positives: 1879	False positives: 11285	False negatives:  121	True negatives: 1715

['poi', 'other', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person']
GaussianNB()
['poi', 'other', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person']
	Accuracy: 0.27631	Precision: 0.16792	Recall: 0.93650	F1: 0.28478	F2: 0.48893
	Total predictions: 13000	True positives: 1873	False positives: 9281	False negatives:  127	True negatives: 1719

['poi', 'other', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi']
GaussianNB()
['poi', 'other', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi']
	Accuracy: 0.28650	Precision: 0.17585	Recall: 0.89000	F1: 0.29368	F2: 0.49112
	Total predictions: 12000	True positives: 1780	False positives: 8342	False negatives:  220	True negatives: 1658

['poi', 'other', 'director_fees', 'resto_dirfees', 'restricted_stock']
GaussianNB()
['poi', 'other', 'director_fees', 'resto_dirfees', 'restricted_stock']
	Accuracy: 0.26754	Precision: 0.16705	Recall: 0.94350	F1: 0.28384	F2: 0.48896
	Total predictions: 13000	True positives: 1887	False positives: 9409	False negatives:  113	True negatives: 1591

['poi', 'other', 'director_fees', 'resto_dirfees', 'salary']
GaussianNB()
['poi', 'other', 'director_fees', 'resto_dirfees', 'salary']
	Accuracy: 0.30117	Precision: 0.18585	Recall: 0.94450	F1: 0.31059	F2: 0.51998
	Total predictions: 12000	True positives: 1889	False positives: 8275	False negatives:  111	True negatives: 1725

['poi', 'other', 'director_fees', 'resto_dirfees', 'total_payments']
GaussianNB()
['poi', 'other', 'director_fees', 'resto_dirfees', 'total_payments']
	Accuracy: 0.27823	Precision: 0.16931	Recall: 0.94500	F1: 0.28717	F2: 0.49314
	Total predictions: 13000	True positives: 1890	False positives: 9273	False negatives:  110	True negatives: 1727

['poi', 'other', 'director_fees', 'resto_dirfees', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'director_fees', 'resto_dirfees', 'exercised_stock_options']
	Accuracy: 0.25364	Precision: 0.15489	Recall: 0.94800	F1: 0.26627	F2: 0.46836
	Total predictions: 14000	True positives: 1896	False positives: 10345	False negatives:  104	True negatives: 1655

['poi', 'other', 'director_fees', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'other', 'director_fees', 'bonus', 'total_stock_value']
	Accuracy: 0.69187	Precision: 0.24943	Recall: 0.65250	F1: 0.36090	F2: 0.49312
	Total predictions: 15000	True positives: 1305	False positives: 3927	False negatives:  695	True negatives: 9073

['poi', 'other', 'director_fees', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'other', 'director_fees', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.27300	Precision: 0.16740	Recall: 0.93750	F1: 0.28407	F2: 0.48826
	Total predictions: 13000	True positives: 1875	False positives: 9326	False negatives:  125	True negatives: 1674

['poi', 'other', 'director_fees', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'other', 'director_fees', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.28658	Precision: 0.17568	Recall: 0.88850	F1: 0.29336	F2: 0.49048
	Total predictions: 12000	True positives: 1777	False positives: 8338	False negatives:  223	True negatives: 1662

['poi', 'other', 'director_fees', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'other', 'director_fees', 'bonus', 'restricted_stock']
	Accuracy: 0.26264	Precision: 0.15644	Recall: 0.94750	F1: 0.26855	F2: 0.47109
	Total predictions: 14000	True positives: 1895	False positives: 10218	False negatives:  105	True negatives: 1782

['poi', 'other', 'director_fees', 'bonus', 'salary']
GaussianNB()
['poi', 'other', 'director_fees', 'bonus', 'salary']
	Accuracy: 0.30317	Precision: 0.18611	Recall: 0.94300	F1: 0.31086	F2: 0.52002
	Total predictions: 12000	True positives: 1886	False positives: 8248	False negatives:  114	True negatives: 1752

['poi', 'other', 'director_fees', 'bonus', 'total_payments']
GaussianNB()
['poi', 'other', 'director_fees', 'bonus', 'total_payments']
	Accuracy: 0.72231	Precision: 0.18157	Recall: 0.22950	F1: 0.20274	F2: 0.21799
	Total predictions: 13000	True positives:  459	False positives: 2069	False negatives: 1541	True negatives: 8931

['poi', 'other', 'director_fees', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'director_fees', 'bonus', 'exercised_stock_options']
	Accuracy: 0.56136	Precision: 0.21231	Recall: 0.76400	F1: 0.33228	F2: 0.50273
	Total predictions: 14000	True positives: 1528	False positives: 5669	False negatives:  472	True negatives: 6331

['poi', 'other', 'director_fees', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'other', 'director_fees', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.27080	Precision: 0.14520	Recall: 0.91450	F1: 0.25062	F2: 0.44402
	Total predictions: 15000	True positives: 1829	False positives: 10767	False negatives:  171	True negatives: 2233

['poi', 'other', 'director_fees', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'other', 'director_fees', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.27647	Precision: 0.14409	Recall: 0.89600	F1: 0.24825	F2: 0.43842
	Total predictions: 15000	True positives: 1792	False positives: 10645	False negatives:  208	True negatives: 2355

['poi', 'other', 'director_fees', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'other', 'director_fees', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.68627	Precision: 0.21647	Recall: 0.51650	F1: 0.30508	F2: 0.40440
	Total predictions: 15000	True positives: 1033	False positives: 3739	False negatives:  967	True negatives: 9261

['poi', 'other', 'director_fees', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'other', 'director_fees', 'total_stock_value', 'salary']
	Accuracy: 0.55067	Precision: 0.20762	Recall: 0.84150	F1: 0.33307	F2: 0.52248
	Total predictions: 15000	True positives: 1683	False positives: 6423	False negatives:  317	True negatives: 6577

['poi', 'other', 'director_fees', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'other', 'director_fees', 'total_stock_value', 'total_payments']
	Accuracy: 0.77520	Precision: 0.22339	Recall: 0.27700	F1: 0.24732	F2: 0.26431
	Total predictions: 15000	True positives:  554	False positives: 1926	False negatives: 1446	True negatives: 11074

['poi', 'other', 'director_fees', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'director_fees', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.70573	Precision: 0.19505	Recall: 0.38600	F1: 0.25915	F2: 0.32280
	Total predictions: 15000	True positives:  772	False positives: 3186	False negatives: 1228	True negatives: 9814

['poi', 'other', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'other', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.27231	Precision: 0.16066	Recall: 0.88300	F1: 0.27186	F2: 0.46493
	Total predictions: 13000	True positives: 1766	False positives: 9226	False negatives:  234	True negatives: 1774

['poi', 'other', 'director_fees', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'other', 'director_fees', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.25507	Precision: 0.15452	Recall: 0.94250	F1: 0.26551	F2: 0.46661
	Total predictions: 14000	True positives: 1885	False positives: 10314	False negatives:  115	True negatives: 1686

['poi', 'other', 'director_fees', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'other', 'director_fees', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.27877	Precision: 0.16763	Recall: 0.93000	F1: 0.28406	F2: 0.48701
	Total predictions: 13000	True positives: 1860	False positives: 9236	False negatives:  140	True negatives: 1764

['poi', 'other', 'director_fees', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'other', 'director_fees', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.74993	Precision: 0.20741	Recall: 0.26600	F1: 0.23308	F2: 0.25177
	Total predictions: 14000	True positives:  532	False positives: 2033	False negatives: 1468	True negatives: 9967

['poi', 'other', 'director_fees', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'director_fees', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.26107	Precision: 0.15394	Recall: 0.92800	F1: 0.26407	F2: 0.46268
	Total predictions: 14000	True positives: 1856	False positives: 10201	False negatives:  144	True negatives: 1799

['poi', 'other', 'director_fees', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'other', 'director_fees', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.25679	Precision: 0.14929	Recall: 0.89450	F1: 0.25588	F2: 0.44763
	Total predictions: 14000	True positives: 1789	False positives: 10194	False negatives:  211	True negatives: 1806

['poi', 'other', 'director_fees', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'other', 'director_fees', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.27854	Precision: 0.16303	Recall: 0.89250	F1: 0.27570	F2: 0.47100
	Total predictions: 13000	True positives: 1785	False positives: 9164	False negatives:  215	True negatives: 1836

['poi', 'other', 'director_fees', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'other', 'director_fees', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.74621	Precision: 0.19632	Recall: 0.25100	F1: 0.22032	F2: 0.23776
	Total predictions: 14000	True positives:  502	False positives: 2055	False negatives: 1498	True negatives: 9945

['poi', 'other', 'director_fees', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'director_fees', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.27679	Precision: 0.15000	Recall: 0.87050	F1: 0.25590	F2: 0.44397
	Total predictions: 14000	True positives: 1741	False positives: 9866	False negatives:  259	True negatives: 2134

['poi', 'other', 'director_fees', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'other', 'director_fees', 'restricted_stock', 'salary']
	Accuracy: 0.25593	Precision: 0.15479	Recall: 0.94350	F1: 0.26594	F2: 0.46729
	Total predictions: 14000	True positives: 1887	False positives: 10304	False negatives:  113	True negatives: 1696

['poi', 'other', 'director_fees', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'other', 'director_fees', 'restricted_stock', 'total_payments']
	Accuracy: 0.73450	Precision: 0.13913	Recall: 0.16550	F1: 0.15118	F2: 0.15946
	Total predictions: 14000	True positives:  331	False positives: 2048	False negatives: 1669	True negatives: 9952

['poi', 'other', 'director_fees', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'director_fees', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.60673	Precision: 0.18863	Recall: 0.59050	F1: 0.28592	F2: 0.41407
	Total predictions: 15000	True positives: 1181	False positives: 5080	False negatives:  819	True negatives: 7920

['poi', 'other', 'director_fees', 'salary', 'total_payments']
GaussianNB()
['poi', 'other', 'director_fees', 'salary', 'total_payments']
	Accuracy: 0.74185	Precision: 0.25803	Recall: 0.36150	F1: 0.30112	F2: 0.33466
	Total predictions: 13000	True positives:  723	False positives: 2079	False negatives: 1277	True negatives: 8921

['poi', 'other', 'director_fees', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'director_fees', 'salary', 'exercised_stock_options']
	Accuracy: 0.38821	Precision: 0.17663	Recall: 0.89650	F1: 0.29512	F2: 0.49391
	Total predictions: 14000	True positives: 1793	False positives: 8358	False negatives:  207	True negatives: 3642

['poi', 'other', 'director_fees', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'director_fees', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.75171	Precision: 0.21615	Recall: 0.28100	F1: 0.24435	F2: 0.26509
	Total predictions: 14000	True positives:  562	False positives: 2038	False negatives: 1438	True negatives: 9962

['poi', 'other', 'resto_dirfees', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'bonus', 'total_stock_value']
	Accuracy: 0.21143	Precision: 0.14229	Recall: 0.89900	F1: 0.24570	F2: 0.43565
	Total predictions: 14000	True positives: 1798	False positives: 10838	False negatives:  202	True negatives: 1162

['poi', 'other', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.21064	Precision: 0.18033	Recall: 0.94250	F1: 0.30274	F2: 0.51076
	Total predictions: 11000	True positives: 1885	False positives: 8568	False negatives:  115	True negatives:  432

['poi', 'other', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.20318	Precision: 0.17176	Recall: 0.88500	F1: 0.28769	F2: 0.48347
	Total predictions: 11000	True positives: 1770	False positives: 8535	False negatives:  230	True negatives:  465

['poi', 'other', 'resto_dirfees', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'bonus', 'restricted_stock']
	Accuracy: 0.19267	Precision: 0.16440	Recall: 0.94150	F1: 0.27992	F2: 0.48396
	Total predictions: 12000	True positives: 1883	False positives: 9571	False negatives:  117	True negatives:  429

['poi', 'other', 'resto_dirfees', 'bonus', 'salary']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'bonus', 'salary']
	Accuracy: 0.22640	Precision: 0.19772	Recall: 0.93800	F1: 0.32660	F2: 0.53637
	Total predictions: 10000	True positives: 1876	False positives: 7612	False negatives:  124	True negatives:  388

['poi', 'other', 'resto_dirfees', 'bonus', 'total_payments']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'bonus', 'total_payments']
	Accuracy: 0.22692	Precision: 0.15036	Recall: 0.86550	F1: 0.25622	F2: 0.44357
	Total predictions: 13000	True positives: 1731	False positives: 9781	False negatives:  269	True negatives: 1219

['poi', 'other', 'resto_dirfees', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'bonus', 'exercised_stock_options']
	Accuracy: 0.22269	Precision: 0.15431	Recall: 0.90450	F1: 0.26364	F2: 0.45860
	Total predictions: 13000	True positives: 1809	False positives: 9914	False negatives:  191	True negatives: 1086

['poi', 'other', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.21500	Precision: 0.14063	Recall: 0.87950	F1: 0.24249	F2: 0.42886
	Total predictions: 14000	True positives: 1759	False positives: 10749	False negatives:  241	True negatives: 1251

['poi', 'other', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.20907	Precision: 0.14169	Recall: 0.89700	F1: 0.24473	F2: 0.43415
	Total predictions: 14000	True positives: 1794	False positives: 10867	False negatives:  206	True negatives: 1133

['poi', 'other', 'resto_dirfees', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.21636	Precision: 0.14148	Recall: 0.88500	F1: 0.24395	F2: 0.43148
	Total predictions: 14000	True positives: 1770	False positives: 10741	False negatives:  230	True negatives: 1259

['poi', 'other', 'resto_dirfees', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'total_stock_value', 'salary']
	Accuracy: 0.21279	Precision: 0.14194	Recall: 0.89400	F1: 0.24498	F2: 0.43404
	Total predictions: 14000	True positives: 1788	False positives: 10809	False negatives:  212	True negatives: 1191

['poi', 'other', 'resto_dirfees', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'total_stock_value', 'total_payments']
	Accuracy: 0.22793	Precision: 0.13271	Recall: 0.86550	F1: 0.23014	F2: 0.41130
	Total predictions: 15000	True positives: 1731	False positives: 11312	False negatives:  269	True negatives: 1688

['poi', 'other', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.21900	Precision: 0.14298	Recall: 0.89450	F1: 0.24655	F2: 0.43609
	Total predictions: 14000	True positives: 1789	False positives: 10723	False negatives:  211	True negatives: 1277

['poi', 'other', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.20173	Precision: 0.17067	Recall: 0.87850	F1: 0.28581	F2: 0.48019
	Total predictions: 11000	True positives: 1757	False positives: 8538	False negatives:  243	True negatives:  462

['poi', 'other', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.17900	Precision: 0.15054	Recall: 0.93400	F1: 0.25928	F2: 0.45764
	Total predictions: 13000	True positives: 1868	False positives: 10541	False negatives:  132	True negatives:  459

['poi', 'other', 'resto_dirfees', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.19575	Precision: 0.16428	Recall: 0.93600	F1: 0.27951	F2: 0.48260
	Total predictions: 12000	True positives: 1872	False positives: 9523	False negatives:  128	True negatives:  477

['poi', 'other', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.21864	Precision: 0.13953	Recall: 0.86500	F1: 0.24029	F2: 0.42404
	Total predictions: 14000	True positives: 1730	False positives: 10669	False negatives:  270	True negatives: 1331

['poi', 'other', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.22831	Precision: 0.15355	Recall: 0.89000	F1: 0.26192	F2: 0.45427
	Total predictions: 13000	True positives: 1780	False positives: 9812	False negatives:  220	True negatives: 1188

['poi', 'other', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.18342	Precision: 0.15658	Recall: 0.88900	F1: 0.26627	F2: 0.45931
	Total predictions: 12000	True positives: 1778	False positives: 9577	False negatives:  222	True negatives:  423

['poi', 'other', 'resto_dirfees', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.20327	Precision: 0.17063	Recall: 0.87600	F1: 0.28562	F2: 0.47953
	Total predictions: 11000	True positives: 1752	False positives: 8516	False negatives:  248	True negatives:  484

['poi', 'other', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.23054	Precision: 0.14994	Recall: 0.85700	F1: 0.25523	F2: 0.44105
	Total predictions: 13000	True positives: 1714	False positives: 9717	False negatives:  286	True negatives: 1283

['poi', 'other', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.21631	Precision: 0.15217	Recall: 0.89550	F1: 0.26013	F2: 0.45296
	Total predictions: 13000	True positives: 1791	False positives: 9979	False negatives:  209	True negatives: 1021

['poi', 'other', 'resto_dirfees', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'restricted_stock', 'salary']
	Accuracy: 0.19575	Precision: 0.16487	Recall: 0.94100	F1: 0.28058	F2: 0.48468
	Total predictions: 12000	True positives: 1882	False positives: 9533	False negatives:  118	True negatives:  467

['poi', 'other', 'resto_dirfees', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'restricted_stock', 'total_payments']
	Accuracy: 0.21157	Precision: 0.13755	Recall: 0.85750	F1: 0.23707	F2: 0.41895
	Total predictions: 14000	True positives: 1715	False positives: 10753	False negatives:  285	True negatives: 1247

['poi', 'other', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.21600	Precision: 0.14205	Recall: 0.89050	F1: 0.24501	F2: 0.43359
	Total predictions: 14000	True positives: 1781	False positives: 10757	False negatives:  219	True negatives: 1243

['poi', 'other', 'resto_dirfees', 'salary', 'total_payments']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'salary', 'total_payments']
	Accuracy: 0.22531	Precision: 0.14795	Recall: 0.84800	F1: 0.25195	F2: 0.43570
	Total predictions: 13000	True positives: 1696	False positives: 9767	False negatives:  304	True negatives: 1233

['poi', 'other', 'resto_dirfees', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'salary', 'exercised_stock_options']
	Accuracy: 0.22338	Precision: 0.15478	Recall: 0.90750	F1: 0.26446	F2: 0.46005
	Total predictions: 13000	True positives: 1815	False positives: 9911	False negatives:  185	True negatives: 1089

['poi', 'other', 'resto_dirfees', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'resto_dirfees', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.22536	Precision: 0.14141	Recall: 0.87200	F1: 0.24335	F2: 0.42886
	Total predictions: 14000	True positives: 1744	False positives: 10589	False negatives:  256	True negatives: 1411

['poi', 'other', 'bonus', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'other', 'bonus', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.84064	Precision: 0.40086	Recall: 0.23350	F1: 0.29510	F2: 0.25477
	Total predictions: 14000	True positives:  467	False positives:  698	False negatives: 1533	True negatives: 11302

['poi', 'other', 'bonus', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'other', 'bonus', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.84100	Precision: 0.40225	Recall: 0.23250	F1: 0.29468	F2: 0.25393
	Total predictions: 14000	True positives:  465	False positives:  691	False negatives: 1535	True negatives: 11309

['poi', 'other', 'bonus', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'other', 'bonus', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.84329	Precision: 0.41551	Recall: 0.23850	F1: 0.30305	F2: 0.26071
	Total predictions: 14000	True positives:  477	False positives:  671	False negatives: 1523	True negatives: 11329

['poi', 'other', 'bonus', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'other', 'bonus', 'total_stock_value', 'salary']
	Accuracy: 0.84107	Precision: 0.40053	Recall: 0.22650	F1: 0.28936	F2: 0.24806
	Total predictions: 14000	True positives:  453	False positives:  678	False negatives: 1547	True negatives: 11322

['poi', 'other', 'bonus', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'other', 'bonus', 'total_stock_value', 'total_payments']
	Accuracy: 0.84180	Precision: 0.35257	Recall: 0.22300	F1: 0.27320	F2: 0.24069
	Total predictions: 15000	True positives:  446	False positives:  819	False negatives: 1554	True negatives: 12181

['poi', 'other', 'bonus', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'bonus', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.85086	Precision: 0.46376	Recall: 0.28150	F1: 0.35034	F2: 0.30551
	Total predictions: 14000	True positives:  563	False positives:  651	False negatives: 1437	True negatives: 11349

['poi', 'other', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'other', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.77709	Precision: 0.23963	Recall: 0.10400	F1: 0.14505	F2: 0.11728
	Total predictions: 11000	True positives:  208	False positives:  660	False negatives: 1792	True negatives: 8340

['poi', 'other', 'bonus', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'other', 'bonus', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.80762	Precision: 0.23323	Recall: 0.10950	F1: 0.14903	F2: 0.12250
	Total predictions: 13000	True positives:  219	False positives:  720	False negatives: 1781	True negatives: 10280

['poi', 'other', 'bonus', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'other', 'bonus', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.79545	Precision: 0.31563	Recall: 0.10700	F1: 0.15982	F2: 0.12330
	Total predictions: 11000	True positives:  214	False positives:  464	False negatives: 1786	True negatives: 8536

['poi', 'other', 'bonus', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'other', 'bonus', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.82408	Precision: 0.30841	Recall: 0.11550	F1: 0.16806	F2: 0.13202
	Total predictions: 13000	True positives:  231	False positives:  518	False negatives: 1769	True negatives: 10482

['poi', 'other', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.84069	Precision: 0.46660	Recall: 0.24800	F1: 0.32387	F2: 0.27364
	Total predictions: 13000	True positives:  496	False positives:  567	False negatives: 1504	True negatives: 10433

['poi', 'other', 'bonus', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'other', 'bonus', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.78817	Precision: 0.22459	Recall: 0.11050	F1: 0.14812	F2: 0.12300
	Total predictions: 12000	True positives:  221	False positives:  763	False negatives: 1779	True negatives: 9237

['poi', 'other', 'bonus', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'other', 'bonus', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.78236	Precision: 0.26379	Recall: 0.11000	F1: 0.15526	F2: 0.12452
	Total predictions: 11000	True positives:  220	False positives:  614	False negatives: 1780	True negatives: 8386

['poi', 'other', 'bonus', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'other', 'bonus', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.82423	Precision: 0.31225	Recall: 0.11850	F1: 0.17180	F2: 0.13529
	Total predictions: 13000	True positives:  237	False positives:  522	False negatives: 1763	True negatives: 10478

['poi', 'other', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.83992	Precision: 0.46176	Recall: 0.24450	F1: 0.31971	F2: 0.26990
	Total predictions: 13000	True positives:  489	False positives:  570	False negatives: 1511	True negatives: 10430

['poi', 'other', 'bonus', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'other', 'bonus', 'restricted_stock', 'salary']
	Accuracy: 0.79017	Precision: 0.22151	Recall: 0.10300	F1: 0.14061	F2: 0.11534
	Total predictions: 12000	True positives:  206	False positives:  724	False negatives: 1794	True negatives: 9276

['poi', 'other', 'bonus', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'other', 'bonus', 'restricted_stock', 'total_payments']
	Accuracy: 0.81671	Precision: 0.23601	Recall: 0.12650	F1: 0.16471	F2: 0.13944
	Total predictions: 14000	True positives:  253	False positives:  819	False negatives: 1747	True negatives: 11181

['poi', 'other', 'bonus', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'bonus', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84214	Precision: 0.40917	Recall: 0.23650	F1: 0.29975	F2: 0.25830
	Total predictions: 14000	True positives:  473	False positives:  683	False negatives: 1527	True negatives: 11317

['poi', 'other', 'bonus', 'salary', 'total_payments']
GaussianNB()
['poi', 'other', 'bonus', 'salary', 'total_payments']
	Accuracy: 0.82315	Precision: 0.31052	Recall: 0.12250	F1: 0.17569	F2: 0.13938
	Total predictions: 13000	True positives:  245	False positives:  544	False negatives: 1755	True negatives: 10456

['poi', 'other', 'bonus', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'bonus', 'salary', 'exercised_stock_options']
	Accuracy: 0.83500	Precision: 0.42857	Recall: 0.21750	F1: 0.28856	F2: 0.24126
	Total predictions: 13000	True positives:  435	False positives:  580	False negatives: 1565	True negatives: 10420

['poi', 'other', 'bonus', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'bonus', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84257	Precision: 0.40941	Recall: 0.23050	F1: 0.29495	F2: 0.25258
	Total predictions: 14000	True positives:  461	False positives:  665	False negatives: 1539	True negatives: 11335

['poi', 'other', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'other', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.84829	Precision: 0.42689	Recall: 0.18100	F1: 0.25421	F2: 0.20457
	Total predictions: 14000	True positives:  362	False positives:  486	False negatives: 1638	True negatives: 11514

['poi', 'other', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'other', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.85329	Precision: 0.46521	Recall: 0.18050	F1: 0.26009	F2: 0.20567
	Total predictions: 14000	True positives:  361	False positives:  415	False negatives: 1639	True negatives: 11585

['poi', 'other', 'total_stock_value', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'other', 'total_stock_value', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.84486	Precision: 0.40359	Recall: 0.18000	F1: 0.24896	F2: 0.20243
	Total predictions: 14000	True positives:  360	False positives:  532	False negatives: 1640	True negatives: 11468

['poi', 'other', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'other', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.84027	Precision: 0.31530	Recall: 0.16900	F1: 0.22005	F2: 0.18629
	Total predictions: 15000	True positives:  338	False positives:  734	False negatives: 1662	True negatives: 12266

['poi', 'other', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.84743	Precision: 0.43411	Recall: 0.22400	F1: 0.29551	F2: 0.24801
	Total predictions: 14000	True positives:  448	False positives:  584	False negatives: 1552	True negatives: 11416

['poi', 'other', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'other', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.85050	Precision: 0.44404	Recall: 0.18450	F1: 0.26069	F2: 0.20892
	Total predictions: 14000	True positives:  369	False positives:  462	False negatives: 1631	True negatives: 11538

['poi', 'other', 'total_stock_value', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'other', 'total_stock_value', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.84614	Precision: 0.41170	Recall: 0.17950	F1: 0.25000	F2: 0.20232
	Total predictions: 14000	True positives:  359	False positives:  513	False negatives: 1641	True negatives: 11487

['poi', 'other', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'other', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.84020	Precision: 0.31500	Recall: 0.16900	F1: 0.21998	F2: 0.18627
	Total predictions: 15000	True positives:  338	False positives:  735	False negatives: 1662	True negatives: 12265

['poi', 'other', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.84986	Precision: 0.45124	Recall: 0.23600	F1: 0.30991	F2: 0.26089
	Total predictions: 14000	True positives:  472	False positives:  574	False negatives: 1528	True negatives: 11426

['poi', 'other', 'total_stock_value', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'other', 'total_stock_value', 'restricted_stock', 'salary']
	Accuracy: 0.84829	Precision: 0.42706	Recall: 0.18150	F1: 0.25474	F2: 0.20508
	Total predictions: 14000	True positives:  363	False positives:  487	False negatives: 1637	True negatives: 11513

['poi', 'other', 'total_stock_value', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'other', 'total_stock_value', 'restricted_stock', 'total_payments']
	Accuracy: 0.84707	Precision: 0.35271	Recall: 0.17600	F1: 0.23482	F2: 0.19560
	Total predictions: 15000	True positives:  352	False positives:  646	False negatives: 1648	True negatives: 12354

['poi', 'other', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.85100	Precision: 0.45809	Recall: 0.23500	F1: 0.31064	F2: 0.26036
	Total predictions: 14000	True positives:  470	False positives:  556	False negatives: 1530	True negatives: 11444

['poi', 'other', 'total_stock_value', 'salary', 'total_payments']
GaussianNB()
['poi', 'other', 'total_stock_value', 'salary', 'total_payments']
	Accuracy: 0.83693	Precision: 0.30018	Recall: 0.16750	F1: 0.21502	F2: 0.18374
	Total predictions: 15000	True positives:  335	False positives:  781	False negatives: 1665	True negatives: 12219

['poi', 'other', 'total_stock_value', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'total_stock_value', 'salary', 'exercised_stock_options']
	Accuracy: 0.84986	Precision: 0.45068	Recall: 0.23300	F1: 0.30719	F2: 0.25791
	Total predictions: 14000	True positives:  466	False positives:  568	False negatives: 1534	True negatives: 11432

['poi', 'other', 'total_stock_value', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'total_stock_value', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84793	Precision: 0.36930	Recall: 0.19850	F1: 0.25821	F2: 0.21873
	Total predictions: 15000	True positives:  397	False positives:  678	False negatives: 1603	True negatives: 12322

['poi', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.79423	Precision: 0.10892	Recall: 0.04700	F1: 0.06567	F2: 0.05303
	Total predictions: 13000	True positives:   94	False positives:  769	False negatives: 1906	True negatives: 10231

['poi', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.78227	Precision: 0.16239	Recall: 0.04750	F1: 0.07350	F2: 0.05533
	Total predictions: 11000	True positives:   95	False positives:  490	False negatives: 1905	True negatives: 8510

['poi', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.82343	Precision: 0.00833	Recall: 0.00200	F1: 0.00323	F2: 0.00236
	Total predictions: 14000	True positives:    4	False positives:  476	False negatives: 1996	True negatives: 11524

['poi', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.83938	Precision: 0.44359	Recall: 0.17300	F1: 0.24892	F2: 0.19704
	Total predictions: 13000	True positives:  346	False positives:  434	False negatives: 1654	True negatives: 10566

['poi', 'other', 'from_poi_to_this_person', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'other', 'from_poi_to_this_person', 'restricted_stock', 'salary']
	Accuracy: 0.80115	Precision: 0.12548	Recall: 0.04900	F1: 0.07048	F2: 0.05580
	Total predictions: 13000	True positives:   98	False positives:  683	False negatives: 1902	True negatives: 10317

['poi', 'other', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'other', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']
	Accuracy: 0.81436	Precision: 0.13520	Recall: 0.05550	F1: 0.07870	F2: 0.06292
	Total predictions: 14000	True positives:  111	False positives:  710	False negatives: 1889	True negatives: 11290

['poi', 'other', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84757	Precision: 0.42369	Recall: 0.18600	F1: 0.25851	F2: 0.20951
	Total predictions: 14000	True positives:  372	False positives:  506	False negatives: 1628	True negatives: 11494

['poi', 'other', 'from_poi_to_this_person', 'salary', 'total_payments']
GaussianNB()
['poi', 'other', 'from_poi_to_this_person', 'salary', 'total_payments']
	Accuracy: 0.82454	Precision: 0.21150	Recall: 0.05150	F1: 0.08283	F2: 0.06068
	Total predictions: 13000	True positives:  103	False positives:  384	False negatives: 1897	True negatives: 10616

['poi', 'other', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']
	Accuracy: 0.84162	Precision: 0.46335	Recall: 0.18650	F1: 0.26595	F2: 0.21181
	Total predictions: 13000	True positives:  373	False positives:  432	False negatives: 1627	True negatives: 10568

['poi', 'other', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.83514	Precision: 0.34692	Recall: 0.17450	F1: 0.23220	F2: 0.19376
	Total predictions: 14000	True positives:  349	False positives:  657	False negatives: 1651	True negatives: 11343

['poi', 'other', 'from_this_person_to_poi', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'other', 'from_this_person_to_poi', 'restricted_stock', 'salary']
	Accuracy: 0.78367	Precision: 0.13300	Recall: 0.05400	F1: 0.07681	F2: 0.06128
	Total predictions: 12000	True positives:  108	False positives:  704	False negatives: 1892	True negatives: 9296

['poi', 'other', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'other', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']
	Accuracy: 0.81786	Precision: 0.15711	Recall: 0.06300	F1: 0.08994	F2: 0.07157
	Total predictions: 14000	True positives:  126	False positives:  676	False negatives: 1874	True negatives: 11324

['poi', 'other', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84829	Precision: 0.42922	Recall: 0.18800	F1: 0.26147	F2: 0.21181
	Total predictions: 14000	True positives:  376	False positives:  500	False negatives: 1624	True negatives: 11500

['poi', 'other', 'from_this_person_to_poi', 'salary', 'total_payments']
GaussianNB()
['poi', 'other', 'from_this_person_to_poi', 'salary', 'total_payments']
	Accuracy: 0.82423	Precision: 0.21893	Recall: 0.05550	F1: 0.08855	F2: 0.06524
	Total predictions: 13000	True positives:  111	False positives:  396	False negatives: 1889	True negatives: 10604

['poi', 'other', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']
	Accuracy: 0.84154	Precision: 0.46212	Recall: 0.18300	F1: 0.26218	F2: 0.20814
	Total predictions: 13000	True positives:  366	False positives:  426	False negatives: 1634	True negatives: 10574

['poi', 'other', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.83729	Precision: 0.35903	Recall: 0.17700	F1: 0.23711	F2: 0.19697
	Total predictions: 14000	True positives:  354	False positives:  632	False negatives: 1646	True negatives: 11368

['poi', 'other', 'restricted_stock', 'salary', 'total_payments']
GaussianNB()
['poi', 'other', 'restricted_stock', 'salary', 'total_payments']
	Accuracy: 0.81743	Precision: 0.16344	Recall: 0.06750	F1: 0.09554	F2: 0.07648
	Total predictions: 14000	True positives:  135	False positives:  691	False negatives: 1865	True negatives: 11309

['poi', 'other', 'restricted_stock', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'restricted_stock', 'salary', 'exercised_stock_options']
	Accuracy: 0.84179	Precision: 0.38624	Recall: 0.18250	F1: 0.24788	F2: 0.20402
	Total predictions: 14000	True positives:  365	False positives:  580	False negatives: 1635	True negatives: 11420

['poi', 'other', 'restricted_stock', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'restricted_stock', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84467	Precision: 0.33887	Recall: 0.17350	F1: 0.22950	F2: 0.19227
	Total predictions: 15000	True positives:  347	False positives:  677	False negatives: 1653	True negatives: 12323

['poi', 'other', 'salary', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'other', 'salary', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.83721	Precision: 0.35484	Recall: 0.17050	F1: 0.23033	F2: 0.19027
	Total predictions: 14000	True positives:  341	False positives:  620	False negatives: 1659	True negatives: 11380

['poi', 'director_fees', 'resto_dirfees', 'bonus', 'total_stock_value']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'bonus', 'total_stock_value']
	Accuracy: 0.26036	Precision: 0.16188	Recall: 1.00000	F1: 0.27865	F2: 0.49128
	Total predictions: 14000	True positives: 2000	False positives: 10355	False negatives:    0	True negatives: 1645

['poi', 'director_fees', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']
	Accuracy: 0.30083	Precision: 0.19249	Recall: 1.00000	F1: 0.32284	F2: 0.54377
	Total predictions: 12000	True positives: 2000	False positives: 8390	False negatives:    0	True negatives: 1610

['poi', 'director_fees', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']
	Accuracy: 0.30973	Precision: 0.20062	Recall: 0.93700	F1: 0.33048	F2: 0.54034
	Total predictions: 11000	True positives: 1874	False positives: 7467	False negatives:  126	True negatives: 1533

['poi', 'director_fees', 'resto_dirfees', 'bonus', 'restricted_stock']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'bonus', 'restricted_stock']
	Accuracy: 0.27992	Precision: 0.17541	Recall: 0.99450	F1: 0.29822	F2: 0.51425
	Total predictions: 13000	True positives: 1989	False positives: 9350	False negatives:   11	True negatives: 1650

['poi', 'director_fees', 'resto_dirfees', 'bonus', 'salary']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'bonus', 'salary']
	Accuracy: 0.32400	Precision: 0.21110	Recall: 0.99300	F1: 0.34818	F2: 0.57043
	Total predictions: 11000	True positives: 1986	False positives: 7422	False negatives:   14	True negatives: 1578

['poi', 'director_fees', 'resto_dirfees', 'bonus', 'total_payments']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'bonus', 'total_payments']
	Accuracy: 0.27708	Precision: 0.16961	Recall: 0.94950	F1: 0.28781	F2: 0.49463
	Total predictions: 13000	True positives: 1899	False positives: 9297	False negatives:  101	True negatives: 1703

['poi', 'director_fees', 'resto_dirfees', 'bonus', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'bonus', 'exercised_stock_options']
	Accuracy: 0.26086	Precision: 0.16197	Recall: 1.00000	F1: 0.27878	F2: 0.49145
	Total predictions: 14000	True positives: 2000	False positives: 10348	False negatives:    0	True negatives: 1652

['poi', 'director_fees', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.24907	Precision: 0.15078	Recall: 1.00000	F1: 0.26205	F2: 0.47028
	Total predictions: 15000	True positives: 2000	False positives: 11264	False negatives:    0	True negatives: 1736

['poi', 'director_fees', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.25843	Precision: 0.16152	Recall: 1.00000	F1: 0.27813	F2: 0.49063
	Total predictions: 14000	True positives: 2000	False positives: 10382	False negatives:    0	True negatives: 1618

['poi', 'director_fees', 'resto_dirfees', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.25529	Precision: 0.16095	Recall: 1.00000	F1: 0.27728	F2: 0.48957
	Total predictions: 14000	True positives: 2000	False positives: 10426	False negatives:    0	True negatives: 1574

['poi', 'director_fees', 'resto_dirfees', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'total_stock_value', 'salary']
	Accuracy: 0.24867	Precision: 0.15072	Recall: 1.00000	F1: 0.26195	F2: 0.47015
	Total predictions: 15000	True positives: 2000	False positives: 11270	False negatives:    0	True negatives: 1730

['poi', 'director_fees', 'resto_dirfees', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'total_stock_value', 'total_payments']
	Accuracy: 0.23940	Precision: 0.14438	Recall: 0.95500	F1: 0.25084	F2: 0.44986
	Total predictions: 15000	True positives: 1910	False positives: 11319	False negatives:   90	True negatives: 1681

['poi', 'director_fees', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.25800	Precision: 0.16145	Recall: 1.00000	F1: 0.27801	F2: 0.49048
	Total predictions: 14000	True positives: 2000	False positives: 10388	False negatives:    0	True negatives: 1612

['poi', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.35110	Precision: 0.22551	Recall: 0.92200	F1: 0.36239	F2: 0.56994
	Total predictions: 10000	True positives: 1844	False positives: 6333	False negatives:  156	True negatives: 1667

['poi', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.27508	Precision: 0.17473	Recall: 0.99700	F1: 0.29735	F2: 0.51360
	Total predictions: 13000	True positives: 1994	False positives: 9418	False negatives:    6	True negatives: 1582

['poi', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.28269	Precision: 0.17545	Recall: 0.99000	F1: 0.29808	F2: 0.51335
	Total predictions: 13000	True positives: 1980	False positives: 9305	False negatives:   20	True negatives: 1695

['poi', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.25814	Precision: 0.15665	Recall: 0.95650	F1: 0.26921	F2: 0.47323
	Total predictions: 14000	True positives: 1913	False positives: 10299	False negatives:   87	True negatives: 1701

['poi', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.27292	Precision: 0.17464	Recall: 1.00000	F1: 0.29735	F2: 0.51409
	Total predictions: 13000	True positives: 2000	False positives: 9452	False negatives:    0	True negatives: 1548

['poi', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.27269	Precision: 0.16981	Recall: 0.95850	F1: 0.28851	F2: 0.49692
	Total predictions: 13000	True positives: 1917	False positives: 9372	False negatives:   83	True negatives: 1628

['poi', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.28717	Precision: 0.18166	Recall: 0.93500	F1: 0.30421	F2: 0.51110
	Total predictions: 12000	True positives: 1870	False positives: 8424	False negatives:  130	True negatives: 1576

['poi', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.25643	Precision: 0.15572	Recall: 0.95100	F1: 0.26762	F2: 0.47047
	Total predictions: 14000	True positives: 1902	False positives: 10312	False negatives:   98	True negatives: 1688

['poi', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.27823	Precision: 0.17570	Recall: 1.00000	F1: 0.29889	F2: 0.51592
	Total predictions: 13000	True positives: 2000	False positives: 9383	False negatives:    0	True negatives: 1617

['poi', 'director_fees', 'resto_dirfees', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'restricted_stock', 'salary']
	Accuracy: 0.27477	Precision: 0.17478	Recall: 0.99800	F1: 0.29747	F2: 0.51390
	Total predictions: 13000	True positives: 1996	False positives: 9424	False negatives:    4	True negatives: 1576

['poi', 'director_fees', 'resto_dirfees', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'restricted_stock', 'total_payments']
	Accuracy: 0.24507	Precision: 0.15327	Recall: 0.94700	F1: 0.26384	F2: 0.46520
	Total predictions: 14000	True positives: 1894	False positives: 10463	False negatives:  106	True negatives: 1537

['poi', 'director_fees', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.25536	Precision: 0.16097	Recall: 1.00000	F1: 0.27730	F2: 0.48960
	Total predictions: 14000	True positives: 2000	False positives: 10425	False negatives:    0	True negatives: 1575

['poi', 'director_fees', 'resto_dirfees', 'salary', 'total_payments']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'salary', 'total_payments']
	Accuracy: 0.27669	Precision: 0.16924	Recall: 0.94700	F1: 0.28717	F2: 0.49346
	Total predictions: 13000	True positives: 1894	False positives: 9297	False negatives:  106	True negatives: 1703

['poi', 'director_fees', 'resto_dirfees', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'salary', 'exercised_stock_options']
	Accuracy: 0.26064	Precision: 0.16193	Recall: 1.00000	F1: 0.27873	F2: 0.49138
	Total predictions: 14000	True positives: 2000	False positives: 10351	False negatives:    0	True negatives: 1649

['poi', 'director_fees', 'resto_dirfees', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'resto_dirfees', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.24793	Precision: 0.15349	Recall: 0.94450	F1: 0.26407	F2: 0.46511
	Total predictions: 14000	True positives: 1889	False positives: 10418	False negatives:  111	True negatives: 1582

['poi', 'director_fees', 'bonus', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'director_fees', 'bonus', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.24907	Precision: 0.15078	Recall: 1.00000	F1: 0.26205	F2: 0.47028
	Total predictions: 15000	True positives: 2000	False positives: 11264	False negatives:    0	True negatives: 1736

['poi', 'director_fees', 'bonus', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'director_fees', 'bonus', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.24913	Precision: 0.15074	Recall: 0.99950	F1: 0.26197	F2: 0.47011
	Total predictions: 15000	True positives: 1999	False positives: 11262	False negatives:    1	True negatives: 1738

['poi', 'director_fees', 'bonus', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'director_fees', 'bonus', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.55543	Precision: 0.21490	Recall: 0.79600	F1: 0.33844	F2: 0.51661
	Total predictions: 14000	True positives: 1592	False positives: 5816	False negatives:  408	True negatives: 6184

['poi', 'director_fees', 'bonus', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'director_fees', 'bonus', 'total_stock_value', 'salary']
	Accuracy: 0.45700	Precision: 0.19223	Recall: 0.95950	F1: 0.32029	F2: 0.53356
	Total predictions: 15000	True positives: 1919	False positives: 8064	False negatives:   81	True negatives: 4936

['poi', 'director_fees', 'bonus', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'director_fees', 'bonus', 'total_stock_value', 'total_payments']
	Accuracy: 0.75840	Precision: 0.24545	Recall: 0.39150	F1: 0.30173	F2: 0.34987
	Total predictions: 15000	True positives:  783	False positives: 2407	False negatives: 1217	True negatives: 10593

['poi', 'director_fees', 'bonus', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'bonus', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.69979	Precision: 0.23515	Recall: 0.48900	F1: 0.31758	F2: 0.40217
	Total predictions: 14000	True positives:  978	False positives: 3181	False negatives: 1022	True negatives: 8819

['poi', 'director_fees', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'director_fees', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.29567	Precision: 0.18397	Recall: 0.93900	F1: 0.30767	F2: 0.51571
	Total predictions: 12000	True positives: 1878	False positives: 8330	False negatives:  122	True negatives: 1670

['poi', 'director_fees', 'bonus', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'director_fees', 'bonus', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.27354	Precision: 0.17465	Recall: 0.99900	F1: 0.29732	F2: 0.51389
	Total predictions: 13000	True positives: 1998	False positives: 9442	False negatives:    2	True negatives: 1558

['poi', 'director_fees', 'bonus', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'director_fees', 'bonus', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.28400	Precision: 0.17583	Recall: 0.99100	F1: 0.29867	F2: 0.51422
	Total predictions: 13000	True positives: 1982	False positives: 9290	False negatives:   18	True negatives: 1710

['poi', 'director_fees', 'bonus', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'director_fees', 'bonus', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.71371	Precision: 0.25667	Recall: 0.52950	F1: 0.34574	F2: 0.43667
	Total predictions: 14000	True positives: 1059	False positives: 3067	False negatives:  941	True negatives: 8933

['poi', 'director_fees', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.25964	Precision: 0.16175	Recall: 1.00000	F1: 0.27845	F2: 0.49104
	Total predictions: 14000	True positives: 2000	False positives: 10365	False negatives:    0	True negatives: 1635

['poi', 'director_fees', 'bonus', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'director_fees', 'bonus', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.26831	Precision: 0.16637	Recall: 0.93650	F1: 0.28255	F2: 0.48629
	Total predictions: 13000	True positives: 1873	False positives: 9385	False negatives:  127	True negatives: 1615

['poi', 'director_fees', 'bonus', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'director_fees', 'bonus', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.28958	Precision: 0.18223	Recall: 0.93550	F1: 0.30505	F2: 0.51213
	Total predictions: 12000	True positives: 1871	False positives: 8396	False negatives:  129	True negatives: 1604

['poi', 'director_fees', 'bonus', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'director_fees', 'bonus', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.71443	Precision: 0.24645	Recall: 0.48550	F1: 0.32694	F2: 0.40662
	Total predictions: 14000	True positives:  971	False positives: 2969	False negatives: 1029	True negatives: 9031

['poi', 'director_fees', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.26086	Precision: 0.16197	Recall: 1.00000	F1: 0.27878	F2: 0.49145
	Total predictions: 14000	True positives: 2000	False positives: 10348	False negatives:    0	True negatives: 1652

['poi', 'director_fees', 'bonus', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'director_fees', 'bonus', 'restricted_stock', 'salary']
	Accuracy: 0.27515	Precision: 0.17486	Recall: 0.99800	F1: 0.29758	F2: 0.51404
	Total predictions: 13000	True positives: 1996	False positives: 9419	False negatives:    4	True negatives: 1581

['poi', 'director_fees', 'bonus', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'director_fees', 'bonus', 'restricted_stock', 'total_payments']
	Accuracy: 0.72343	Precision: 0.20038	Recall: 0.31300	F1: 0.24434	F2: 0.28137
	Total predictions: 14000	True positives:  626	False positives: 2498	False negatives: 1374	True negatives: 9502

['poi', 'director_fees', 'bonus', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'bonus', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.45143	Precision: 0.18935	Recall: 0.86550	F1: 0.31072	F2: 0.50490
	Total predictions: 14000	True positives: 1731	False positives: 7411	False negatives:  269	True negatives: 4589

['poi', 'director_fees', 'bonus', 'salary', 'total_payments']
GaussianNB()
['poi', 'director_fees', 'bonus', 'salary', 'total_payments']
	Accuracy: 0.70077	Precision: 0.22593	Recall: 0.38950	F1: 0.28598	F2: 0.34023
	Total predictions: 13000	True positives:  779	False positives: 2669	False negatives: 1221	True negatives: 8331

['poi', 'director_fees', 'bonus', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'bonus', 'salary', 'exercised_stock_options']
	Accuracy: 0.31386	Precision: 0.17096	Recall: 0.98800	F1: 0.29149	F2: 0.50516
	Total predictions: 14000	True positives: 1976	False positives: 9582	False negatives:   24	True negatives: 2418

['poi', 'director_fees', 'bonus', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'bonus', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.74500	Precision: 0.26125	Recall: 0.42950	F1: 0.32489	F2: 0.38049
	Total predictions: 14000	True positives:  859	False positives: 2429	False negatives: 1141	True negatives: 9571

['poi', 'director_fees', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'director_fees', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.24907	Precision: 0.15078	Recall: 1.00000	F1: 0.26205	F2: 0.47028
	Total predictions: 15000	True positives: 2000	False positives: 11264	False negatives:    0	True negatives: 1736

['poi', 'director_fees', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'director_fees', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.25120	Precision: 0.15104	Recall: 0.99900	F1: 0.26241	F2: 0.47060
	Total predictions: 15000	True positives: 1998	False positives: 11230	False negatives:    2	True negatives: 1770

['poi', 'director_fees', 'total_stock_value', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'director_fees', 'total_stock_value', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.24533	Precision: 0.15015	Recall: 1.00000	F1: 0.26110	F2: 0.46904
	Total predictions: 15000	True positives: 2000	False positives: 11320	False negatives:    0	True negatives: 1680

['poi', 'director_fees', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'director_fees', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.75653	Precision: 0.23927	Recall: 0.37900	F1: 0.29334	F2: 0.33936
	Total predictions: 15000	True positives:  758	False positives: 2410	False negatives: 1242	True negatives: 10590

['poi', 'director_fees', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.42247	Precision: 0.15573	Recall: 0.75350	F1: 0.25811	F2: 0.42626
	Total predictions: 15000	True positives: 1507	False positives: 8170	False negatives:  493	True negatives: 4830

['poi', 'director_fees', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'director_fees', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.26021	Precision: 0.16141	Recall: 0.99600	F1: 0.27780	F2: 0.48965
	Total predictions: 14000	True positives: 1992	False positives: 10349	False negatives:    8	True negatives: 1651

['poi', 'director_fees', 'total_stock_value', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'director_fees', 'total_stock_value', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.24587	Precision: 0.15024	Recall: 1.00000	F1: 0.26123	F2: 0.46922
	Total predictions: 15000	True positives: 2000	False positives: 11312	False negatives:    0	True negatives: 1688

['poi', 'director_fees', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'director_fees', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.75233	Precision: 0.22700	Recall: 0.35650	F1: 0.27738	F2: 0.31999
	Total predictions: 15000	True positives:  713	False positives: 2428	False negatives: 1287	True negatives: 10572

['poi', 'director_fees', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.49864	Precision: 0.14530	Recall: 0.51400	F1: 0.22656	F2: 0.34096
	Total predictions: 14000	True positives: 1028	False positives: 6047	False negatives:  972	True negatives: 5953

['poi', 'director_fees', 'total_stock_value', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'director_fees', 'total_stock_value', 'restricted_stock', 'salary']
	Accuracy: 0.39413	Precision: 0.17378	Recall: 0.94400	F1: 0.29353	F2: 0.50042
	Total predictions: 15000	True positives: 1888	False positives: 8976	False negatives:  112	True negatives: 4024

['poi', 'director_fees', 'total_stock_value', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'director_fees', 'total_stock_value', 'restricted_stock', 'total_payments']
	Accuracy: 0.74927	Precision: 0.19459	Recall: 0.28050	F1: 0.22978	F2: 0.25774
	Total predictions: 15000	True positives:  561	False positives: 2322	False negatives: 1439	True negatives: 10678

['poi', 'director_fees', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.69650	Precision: 0.20416	Recall: 0.38800	F1: 0.26754	F2: 0.32879
	Total predictions: 14000	True positives:  776	False positives: 3025	False negatives: 1224	True negatives: 8975

['poi', 'director_fees', 'total_stock_value', 'salary', 'total_payments']
GaussianNB()
['poi', 'director_fees', 'total_stock_value', 'salary', 'total_payments']
	Accuracy: 0.75173	Precision: 0.22140	Recall: 0.34250	F1: 0.26894	F2: 0.30873
	Total predictions: 15000	True positives:  685	False positives: 2409	False negatives: 1315	True negatives: 10591

['poi', 'director_fees', 'total_stock_value', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'total_stock_value', 'salary', 'exercised_stock_options']
	Accuracy: 0.65753	Precision: 0.21045	Recall: 0.57000	F1: 0.30740	F2: 0.42483
	Total predictions: 15000	True positives: 1140	False positives: 4277	False negatives:  860	True negatives: 8723

['poi', 'director_fees', 'total_stock_value', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'total_stock_value', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.75900	Precision: 0.21396	Recall: 0.30200	F1: 0.25047	F2: 0.27904
	Total predictions: 15000	True positives:  604	False positives: 2219	False negatives: 1396	True negatives: 10781

['poi', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.26700	Precision: 0.16647	Recall: 0.93950	F1: 0.28283	F2: 0.48712
	Total predictions: 13000	True positives: 1879	False positives: 9408	False negatives:  121	True negatives: 1592

['poi', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.27746	Precision: 0.16689	Recall: 0.92600	F1: 0.28281	F2: 0.48489
	Total predictions: 13000	True positives: 1852	False positives: 9245	False negatives:  148	True negatives: 1755

['poi', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.25971	Precision: 0.15461	Recall: 0.93600	F1: 0.26538	F2: 0.46549
	Total predictions: 14000	True positives: 1872	False positives: 10236	False negatives:  128	True negatives: 1764

['poi', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.27777	Precision: 0.17561	Recall: 1.00000	F1: 0.29875	F2: 0.51576
	Total predictions: 13000	True positives: 2000	False positives: 9389	False negatives:    0	True negatives: 1611

['poi', 'director_fees', 'from_poi_to_this_person', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'director_fees', 'from_poi_to_this_person', 'restricted_stock', 'salary']
	Accuracy: 0.25679	Precision: 0.16057	Recall: 0.99400	F1: 0.27648	F2: 0.48771
	Total predictions: 14000	True positives: 1988	False positives: 10393	False negatives:   12	True negatives: 1607

['poi', 'director_fees', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'director_fees', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']
	Accuracy: 0.70336	Precision: 0.21812	Recall: 0.41650	F1: 0.28630	F2: 0.35240
	Total predictions: 14000	True positives:  833	False positives: 2986	False negatives: 1167	True negatives: 9014

['poi', 'director_fees', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.24960	Precision: 0.15082	Recall: 0.99950	F1: 0.26210	F2: 0.47026
	Total predictions: 15000	True positives: 1999	False positives: 11255	False negatives:    1	True negatives: 1745

['poi', 'director_fees', 'from_poi_to_this_person', 'salary', 'total_payments']
GaussianNB()
['poi', 'director_fees', 'from_poi_to_this_person', 'salary', 'total_payments']
	Accuracy: 0.44314	Precision: 0.17511	Recall: 0.78100	F1: 0.28608	F2: 0.46158
	Total predictions: 14000	True positives: 1562	False positives: 7358	False negatives:  438	True negatives: 4642

['poi', 'director_fees', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']
	Accuracy: 0.25836	Precision: 0.16151	Recall: 1.00000	F1: 0.27811	F2: 0.49060
	Total predictions: 14000	True positives: 2000	False positives: 10383	False negatives:    0	True negatives: 1617

['poi', 'director_fees', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.74060	Precision: 0.22634	Recall: 0.39100	F1: 0.28671	F2: 0.34134
	Total predictions: 15000	True positives:  782	False positives: 2673	False negatives: 1218	True negatives: 10327

['poi', 'director_fees', 'from_this_person_to_poi', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'director_fees', 'from_this_person_to_poi', 'restricted_stock', 'salary']
	Accuracy: 0.25579	Precision: 0.15323	Recall: 0.93000	F1: 0.26310	F2: 0.46179
	Total predictions: 14000	True positives: 1860	False positives: 10279	False negatives:  140	True negatives: 1721

['poi', 'director_fees', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'director_fees', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']
	Accuracy: 0.71021	Precision: 0.21182	Recall: 0.37800	F1: 0.27150	F2: 0.32674
	Total predictions: 14000	True positives:  756	False positives: 2813	False negatives: 1244	True negatives: 9187

['poi', 'director_fees', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.25786	Precision: 0.16010	Recall: 0.98800	F1: 0.27555	F2: 0.48569
	Total predictions: 14000	True positives: 1976	False positives: 10366	False negatives:   24	True negatives: 1634

['poi', 'director_fees', 'from_this_person_to_poi', 'salary', 'total_payments']
GaussianNB()
['poi', 'director_fees', 'from_this_person_to_poi', 'salary', 'total_payments']
	Accuracy: 0.49200	Precision: 0.18233	Recall: 0.73350	F1: 0.29206	F2: 0.45712
	Total predictions: 14000	True positives: 1467	False positives: 6579	False negatives:  533	True negatives: 5421

['poi', 'director_fees', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']
	Accuracy: 0.25907	Precision: 0.16164	Recall: 1.00000	F1: 0.27830	F2: 0.49085
	Total predictions: 14000	True positives: 2000	False positives: 10373	False negatives:    0	True negatives: 1627

['poi', 'director_fees', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.74907	Precision: 0.21964	Recall: 0.34550	F1: 0.26856	F2: 0.30998
	Total predictions: 15000	True positives:  691	False positives: 2455	False negatives: 1309	True negatives: 10545

['poi', 'director_fees', 'restricted_stock', 'salary', 'total_payments']
GaussianNB()
['poi', 'director_fees', 'restricted_stock', 'salary', 'total_payments']
	Accuracy: 0.72921	Precision: 0.24036	Recall: 0.41450	F1: 0.30428	F2: 0.36204
	Total predictions: 14000	True positives:  829	False positives: 2620	False negatives: 1171	True negatives: 9380

['poi', 'director_fees', 'restricted_stock', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'restricted_stock', 'salary', 'exercised_stock_options']
	Accuracy: 0.31487	Precision: 0.16019	Recall: 0.97550	F1: 0.27520	F2: 0.48342
	Total predictions: 15000	True positives: 1951	False positives: 10228	False negatives:   49	True negatives: 2772

['poi', 'director_fees', 'restricted_stock', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'restricted_stock', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.74847	Precision: 0.19651	Recall: 0.28700	F1: 0.23329	F2: 0.26280
	Total predictions: 15000	True positives:  574	False positives: 2347	False negatives: 1426	True negatives: 10653

['poi', 'director_fees', 'salary', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'director_fees', 'salary', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.74136	Precision: 0.22590	Recall: 0.33400	F1: 0.26952	F2: 0.30483
	Total predictions: 14000	True positives:  668	False positives: 2289	False negatives: 1332	True negatives: 9711

['poi', 'resto_dirfees', 'bonus', 'total_stock_value', 'from_poi_to_this_person']
GaussianNB()
['poi', 'resto_dirfees', 'bonus', 'total_stock_value', 'from_poi_to_this_person']
	Accuracy: 0.21557	Precision: 0.14920	Recall: 0.95500	F1: 0.25807	F2: 0.45909
	Total predictions: 14000	True positives: 1910	False positives: 10892	False negatives:   90	True negatives: 1108

['poi', 'resto_dirfees', 'bonus', 'total_stock_value', 'from_this_person_to_poi']
GaussianNB()
['poi', 'resto_dirfees', 'bonus', 'total_stock_value', 'from_this_person_to_poi']
	Accuracy: 0.21636	Precision: 0.14850	Recall: 0.94750	F1: 0.25676	F2: 0.45638
	Total predictions: 14000	True positives: 1895	False positives: 10866	False negatives:  105	True negatives: 1134

['poi', 'resto_dirfees', 'bonus', 'total_stock_value', 'restricted_stock']
GaussianNB()
['poi', 'resto_dirfees', 'bonus', 'total_stock_value', 'restricted_stock']
	Accuracy: 0.23323	Precision: 0.16018	Recall: 0.93900	F1: 0.27368	F2: 0.47607
	Total predictions: 13000	True positives: 1878	False positives: 9846	False negatives:  122	True negatives: 1154

['poi', 'resto_dirfees', 'bonus', 'total_stock_value', 'salary']
GaussianNB()
['poi', 'resto_dirfees', 'bonus', 'total_stock_value', 'salary']
	Accuracy: 0.22379	Precision: 0.15099	Recall: 0.95900	F1: 0.26090	F2: 0.46322
	Total predictions: 14000	True positives: 1918	False positives: 10785	False negatives:   82	True negatives: 1215

['poi', 'resto_dirfees', 'bonus', 'total_stock_value', 'total_payments']
GaussianNB()
['poi', 'resto_dirfees', 'bonus', 'total_stock_value', 'total_payments']
	Accuracy: 0.22747	Precision: 0.13455	Recall: 0.88250	F1: 0.23350	F2: 0.41789
	Total predictions: 15000	True positives: 1765	False positives: 11353	False negatives:  235	True negatives: 1647

['poi', 'resto_dirfees', 'bonus', 'total_stock_value', 'exercised_stock_options']
GaussianNB()
['poi', 'resto_dirfees', 'bonus', 'total_stock_value', 'exercised_stock_options']
	Accuracy: 0.24177	Precision: 0.16137	Recall: 0.93600	F1: 0.27527	F2: 0.47753
	Total predictions: 13000	True positives: 1872	False positives: 9729	False negatives:  128	True negatives: 1271

['poi', 'resto_dirfees', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'resto_dirfees', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.20927	Precision: 0.17903	Recall: 0.93400	F1: 0.30047	F2: 0.50667
	Total predictions: 11000	True positives: 1868	False positives: 8566	False negatives:  132	True negatives:  434

['poi', 'resto_dirfees', 'bonus', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'resto_dirfees', 'bonus', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.19883	Precision: 0.17187	Recall: 0.99700	F1: 0.29319	F2: 0.50862
	Total predictions: 12000	True positives: 1994	False positives: 9608	False negatives:    6	True negatives:  392

['poi', 'resto_dirfees', 'bonus', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'resto_dirfees', 'bonus', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.21591	Precision: 0.18706	Recall: 0.99000	F1: 0.31466	F2: 0.53269
	Total predictions: 11000	True positives: 1980	False positives: 8605	False negatives:   20	True negatives:  395

['poi', 'resto_dirfees', 'bonus', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'resto_dirfees', 'bonus', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.21529	Precision: 0.14027	Recall: 0.87600	F1: 0.24182	F2: 0.42753
	Total predictions: 14000	True positives: 1752	False positives: 10738	False negatives:  248	True negatives: 1262

['poi', 'resto_dirfees', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'resto_dirfees', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.21785	Precision: 0.16170	Recall: 0.97600	F1: 0.27743	F2: 0.48625
	Total predictions: 13000	True positives: 1952	False positives: 10120	False negatives:   48	True negatives:  880

['poi', 'resto_dirfees', 'bonus', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'resto_dirfees', 'bonus', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.19275	Precision: 0.16476	Recall: 0.94450	F1: 0.28058	F2: 0.48523
	Total predictions: 12000	True positives: 1889	False positives: 9576	False negatives:  111	True negatives:  424

['poi', 'resto_dirfees', 'bonus', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'resto_dirfees', 'bonus', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.20664	Precision: 0.17767	Recall: 0.92700	F1: 0.29819	F2: 0.50285
	Total predictions: 11000	True positives: 1854	False positives: 8581	False negatives:  146	True negatives:  419

['poi', 'resto_dirfees', 'bonus', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'resto_dirfees', 'bonus', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.22838	Precision: 0.15164	Recall: 0.87400	F1: 0.25845	F2: 0.44759
	Total predictions: 13000	True positives: 1748	False positives: 9779	False negatives:  252	True negatives: 1221

['poi', 'resto_dirfees', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'resto_dirfees', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.22315	Precision: 0.16172	Recall: 0.96800	F1: 0.27715	F2: 0.48470
	Total predictions: 13000	True positives: 1936	False positives: 10035	False negatives:   64	True negatives:  965

['poi', 'resto_dirfees', 'bonus', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'resto_dirfees', 'bonus', 'restricted_stock', 'salary']
	Accuracy: 0.19908	Precision: 0.17168	Recall: 0.99500	F1: 0.29284	F2: 0.50789
	Total predictions: 12000	True positives: 1990	False positives: 9601	False negatives:   10	True negatives:  399

['poi', 'resto_dirfees', 'bonus', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'resto_dirfees', 'bonus', 'restricted_stock', 'total_payments']
	Accuracy: 0.20900	Precision: 0.13941	Recall: 0.87700	F1: 0.24057	F2: 0.42610
	Total predictions: 14000	True positives: 1754	False positives: 10828	False negatives:  246	True negatives: 1172

['poi', 'resto_dirfees', 'bonus', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'resto_dirfees', 'bonus', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.23208	Precision: 0.16010	Recall: 0.94000	F1: 0.27359	F2: 0.47612
	Total predictions: 13000	True positives: 1880	False positives: 9863	False negatives:  120	True negatives: 1137

['poi', 'resto_dirfees', 'bonus', 'salary', 'total_payments']
GaussianNB()
['poi', 'resto_dirfees', 'bonus', 'salary', 'total_payments']
	Accuracy: 0.22346	Precision: 0.15020	Recall: 0.86900	F1: 0.25613	F2: 0.44402
	Total predictions: 13000	True positives: 1738	False positives: 9833	False negatives:  262	True negatives: 1167

['poi', 'resto_dirfees', 'bonus', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'resto_dirfees', 'bonus', 'salary', 'exercised_stock_options']
	Accuracy: 0.23392	Precision: 0.16146	Recall: 0.94900	F1: 0.27597	F2: 0.48038
	Total predictions: 13000	True positives: 1898	False positives: 9857	False negatives:  102	True negatives: 1143

['poi', 'resto_dirfees', 'bonus', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'resto_dirfees', 'bonus', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.22650	Precision: 0.14368	Recall: 0.89000	F1: 0.24741	F2: 0.43651
	Total predictions: 14000	True positives: 1780	False positives: 10609	False negatives:  220	True negatives: 1391

['poi', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.17079	Precision: 0.14675	Recall: 0.99800	F1: 0.25588	F2: 0.46202
	Total predictions: 14000	True positives: 1996	False positives: 11605	False negatives:    4	True negatives:  395

['poi', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.21664	Precision: 0.14838	Recall: 0.94600	F1: 0.25652	F2: 0.45588
	Total predictions: 14000	True positives: 1892	False positives: 10859	False negatives:  108	True negatives: 1141

['poi', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.20150	Precision: 0.14947	Recall: 0.97850	F1: 0.25933	F2: 0.46390
	Total predictions: 14000	True positives: 1957	False positives: 11136	False negatives:   43	True negatives:  864

['poi', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.22680	Precision: 0.13294	Recall: 0.86900	F1: 0.23060	F2: 0.41236
	Total predictions: 15000	True positives: 1738	False positives: 11336	False negatives:  262	True negatives: 1664

['poi', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.22643	Precision: 0.14854	Recall: 0.93300	F1: 0.25628	F2: 0.45375
	Total predictions: 14000	True positives: 1866	False positives: 10696	False negatives:  134	True negatives: 1304

['poi', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.23254	Precision: 0.15919	Recall: 0.93150	F1: 0.27191	F2: 0.47277
	Total predictions: 13000	True positives: 1863	False positives: 9840	False negatives:  137	True negatives: 1160

['poi', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.20507	Precision: 0.14897	Recall: 0.96850	F1: 0.25822	F2: 0.46112
	Total predictions: 14000	True positives: 1937	False positives: 11066	False negatives:   63	True negatives:  934

['poi', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.22687	Precision: 0.13295	Recall: 0.86900	F1: 0.23061	F2: 0.41238
	Total predictions: 15000	True positives: 1738	False positives: 11335	False negatives:  262	True negatives: 1665

['poi', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.23977	Precision: 0.15978	Recall: 0.92550	F1: 0.27251	F2: 0.47256
	Total predictions: 13000	True positives: 1851	False positives: 9734	False negatives:  149	True negatives: 1266

['poi', 'resto_dirfees', 'total_stock_value', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'resto_dirfees', 'total_stock_value', 'restricted_stock', 'salary']
	Accuracy: 0.22057	Precision: 0.14935	Recall: 0.94900	F1: 0.25809	F2: 0.45828
	Total predictions: 14000	True positives: 1898	False positives: 10810	False negatives:  102	True negatives: 1190

['poi', 'resto_dirfees', 'total_stock_value', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'resto_dirfees', 'total_stock_value', 'restricted_stock', 'total_payments']
	Accuracy: 0.22693	Precision: 0.13296	Recall: 0.86900	F1: 0.23063	F2: 0.41240
	Total predictions: 15000	True positives: 1738	False positives: 11334	False negatives:  262	True negatives: 1666

['poi', 'resto_dirfees', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'resto_dirfees', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.23746	Precision: 0.16007	Recall: 0.93150	F1: 0.27319	F2: 0.47431
	Total predictions: 13000	True positives: 1863	False positives: 9776	False negatives:  137	True negatives: 1224

['poi', 'resto_dirfees', 'total_stock_value', 'salary', 'total_payments']
GaussianNB()
['poi', 'resto_dirfees', 'total_stock_value', 'salary', 'total_payments']
	Accuracy: 0.22607	Precision: 0.13282	Recall: 0.86900	F1: 0.23043	F2: 0.41214
	Total predictions: 15000	True positives: 1738	False positives: 11347	False negatives:  262	True negatives: 1653

['poi', 'resto_dirfees', 'total_stock_value', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'resto_dirfees', 'total_stock_value', 'salary', 'exercised_stock_options']
	Accuracy: 0.22807	Precision: 0.14887	Recall: 0.93350	F1: 0.25679	F2: 0.45446
	Total predictions: 14000	True positives: 1867	False positives: 10674	False negatives:  133	True negatives: 1326

['poi', 'resto_dirfees', 'total_stock_value', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'resto_dirfees', 'total_stock_value', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.22833	Precision: 0.13328	Recall: 0.87000	F1: 0.23115	F2: 0.41320
	Total predictions: 15000	True positives: 1740	False positives: 11315	False negatives:  260	True negatives: 1685

['poi', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.18375	Precision: 0.16094	Recall: 0.92500	F1: 0.27418	F2: 0.47448
	Total predictions: 12000	True positives: 1850	False positives: 9645	False negatives:  150	True negatives:  355

['poi', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.20618	Precision: 0.17833	Recall: 0.93300	F1: 0.29942	F2: 0.50531
	Total predictions: 11000	True positives: 1866	False positives: 8598	False negatives:  134	True negatives:  402

['poi', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.21364	Precision: 0.14122	Recall: 0.88650	F1: 0.24363	F2: 0.43128
	Total predictions: 14000	True positives: 1773	False positives: 10782	False negatives:  227	True negatives: 1218

['poi', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.19933	Precision: 0.17139	Recall: 0.99200	F1: 0.29228	F2: 0.50674
	Total predictions: 12000	True positives: 1984	False positives: 9592	False negatives:   16	True negatives:  408

['poi', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock', 'salary']
	Accuracy: 0.19783	Precision: 0.17101	Recall: 0.99100	F1: 0.29169	F2: 0.50587
	Total predictions: 12000	True positives: 1982	False positives: 9608	False negatives:   18	True negatives:  392

['poi', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']
	Accuracy: 0.22107	Precision: 0.13944	Recall: 0.86100	F1: 0.24002	F2: 0.42312
	Total predictions: 14000	True positives: 1722	False positives: 10627	False negatives:  278	True negatives: 1373

['poi', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.21129	Precision: 0.14877	Recall: 0.95750	F1: 0.25753	F2: 0.45875
	Total predictions: 14000	True positives: 1915	False positives: 10957	False negatives:   85	True negatives: 1043

['poi', 'resto_dirfees', 'from_poi_to_this_person', 'salary', 'total_payments']
GaussianNB()
['poi', 'resto_dirfees', 'from_poi_to_this_person', 'salary', 'total_payments']
	Accuracy: 0.21493	Precision: 0.13993	Recall: 0.87350	F1: 0.24122	F2: 0.42641
	Total predictions: 14000	True positives: 1747	False positives: 10738	False negatives:  253	True negatives: 1262

['poi', 'resto_dirfees', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'resto_dirfees', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']
	Accuracy: 0.20231	Precision: 0.16025	Recall: 0.98700	F1: 0.27574	F2: 0.48578
	Total predictions: 13000	True positives: 1974	False positives: 10344	False negatives:   26	True negatives:  656

['poi', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.21507	Precision: 0.14087	Recall: 0.88150	F1: 0.24292	F2: 0.42969
	Total predictions: 14000	True positives: 1763	False positives: 10752	False negatives:  237	True negatives: 1248

['poi', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock', 'salary']
	Accuracy: 0.19017	Precision: 0.16326	Recall: 0.93550	F1: 0.27801	F2: 0.48073
	Total predictions: 12000	True positives: 1871	False positives: 9589	False negatives:  129	True negatives:  411

['poi', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']
	Accuracy: 0.20829	Precision: 0.13745	Recall: 0.86100	F1: 0.23706	F2: 0.41943
	Total predictions: 14000	True positives: 1722	False positives: 10806	False negatives:  278	True negatives: 1194

['poi', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.23000	Precision: 0.15915	Recall: 0.93500	F1: 0.27200	F2: 0.47342
	Total predictions: 13000	True positives: 1870	False positives: 9880	False negatives:  130	True negatives: 1120

['poi', 'resto_dirfees', 'from_this_person_to_poi', 'salary', 'total_payments']
GaussianNB()
['poi', 'resto_dirfees', 'from_this_person_to_poi', 'salary', 'total_payments']
	Accuracy: 0.22808	Precision: 0.15050	Recall: 0.86500	F1: 0.25639	F2: 0.44370
	Total predictions: 13000	True positives: 1730	False positives: 9765	False negatives:  270	True negatives: 1235

['poi', 'resto_dirfees', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'resto_dirfees', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']
	Accuracy: 0.20785	Precision: 0.15908	Recall: 0.96800	F1: 0.27325	F2: 0.47992
	Total predictions: 13000	True positives: 1936	False positives: 10234	False negatives:   64	True negatives:  766

['poi', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.21627	Precision: 0.13190	Recall: 0.87400	F1: 0.22922	F2: 0.41126
	Total predictions: 15000	True positives: 1748	False positives: 11504	False negatives:  252	True negatives: 1496

['poi', 'resto_dirfees', 'restricted_stock', 'salary', 'total_payments']
GaussianNB()
['poi', 'resto_dirfees', 'restricted_stock', 'salary', 'total_payments']
	Accuracy: 0.20793	Precision: 0.13792	Recall: 0.86550	F1: 0.23792	F2: 0.42115
	Total predictions: 14000	True positives: 1731	False positives: 10820	False negatives:  269	True negatives: 1180

['poi', 'resto_dirfees', 'restricted_stock', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'resto_dirfees', 'restricted_stock', 'salary', 'exercised_stock_options']
	Accuracy: 0.21971	Precision: 0.14982	Recall: 0.95450	F1: 0.25899	F2: 0.46018
	Total predictions: 14000	True positives: 1909	False positives: 10833	False negatives:   91	True negatives: 1167

['poi', 'resto_dirfees', 'restricted_stock', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'resto_dirfees', 'restricted_stock', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.22533	Precision: 0.13271	Recall: 0.86900	F1: 0.23026	F2: 0.41193
	Total predictions: 15000	True positives: 1738	False positives: 11358	False negatives:  262	True negatives: 1642

['poi', 'resto_dirfees', 'salary', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'resto_dirfees', 'salary', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.22507	Precision: 0.14223	Recall: 0.87950	F1: 0.24487	F2: 0.43183
	Total predictions: 14000	True positives: 1759	False positives: 10608	False negatives:  241	True negatives: 1392

['poi', 'bonus', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']
GaussianNB()
['poi', 'bonus', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']
	Accuracy: 0.84738	Precision: 0.50721	Recall: 0.28150	F1: 0.36206	F2: 0.30900
	Total predictions: 13000	True positives:  563	False positives:  547	False negatives: 1437	True negatives: 10453

['poi', 'bonus', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']
GaussianNB()
['poi', 'bonus', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']
	Accuracy: 0.85607	Precision: 0.49363	Recall: 0.29050	F1: 0.36575	F2: 0.31655
	Total predictions: 14000	True positives:  581	False positives:  596	False negatives: 1419	True negatives: 11404

['poi', 'bonus', 'total_stock_value', 'from_poi_to_this_person', 'salary']
GaussianNB()
['poi', 'bonus', 'total_stock_value', 'from_poi_to_this_person', 'salary']
	Accuracy: 0.83915	Precision: 0.46230	Recall: 0.27900	F1: 0.34799	F2: 0.30303
	Total predictions: 13000	True positives:  558	False positives:  649	False negatives: 1442	True negatives: 10351

['poi', 'bonus', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']
GaussianNB()
['poi', 'bonus', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']
	Accuracy: 0.84893	Precision: 0.38898	Recall: 0.23300	F1: 0.29143	F2: 0.25332
	Total predictions: 15000	True positives:  466	False positives:  732	False negatives: 1534	True negatives: 12268

['poi', 'bonus', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']
GaussianNB()
['poi', 'bonus', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']
	Accuracy: 0.83962	Precision: 0.46918	Recall: 0.32350	F1: 0.38295	F2: 0.34492
	Total predictions: 13000	True positives:  647	False positives:  732	False negatives: 1353	True negatives: 10268

['poi', 'bonus', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'bonus', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.85671	Precision: 0.49740	Recall: 0.28750	F1: 0.36439	F2: 0.31400
	Total predictions: 14000	True positives:  575	False positives:  581	False negatives: 1425	True negatives: 11419

['poi', 'bonus', 'total_stock_value', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'bonus', 'total_stock_value', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.84821	Precision: 0.44947	Recall: 0.27800	F1: 0.34353	F2: 0.30096
	Total predictions: 14000	True positives:  556	False positives:  681	False negatives: 1444	True negatives: 11319

['poi', 'bonus', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'bonus', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.84933	Precision: 0.39020	Recall: 0.23100	F1: 0.29020	F2: 0.25152
	Total predictions: 15000	True positives:  462	False positives:  722	False negatives: 1538	True negatives: 12278

['poi', 'bonus', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'bonus', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.84108	Precision: 0.47570	Recall: 0.32300	F1: 0.38475	F2: 0.34516
	Total predictions: 13000	True positives:  646	False positives:  712	False negatives: 1354	True negatives: 10288

['poi', 'bonus', 'total_stock_value', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'bonus', 'total_stock_value', 'restricted_stock', 'salary']
	Accuracy: 0.84786	Precision: 0.44858	Recall: 0.28350	F1: 0.34743	F2: 0.30602
	Total predictions: 14000	True positives:  567	False positives:  697	False negatives: 1433	True negatives: 11303

['poi', 'bonus', 'total_stock_value', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'bonus', 'total_stock_value', 'restricted_stock', 'total_payments']
	Accuracy: 0.85627	Precision: 0.42642	Recall: 0.22600	F1: 0.29542	F2: 0.24945
	Total predictions: 15000	True positives:  452	False positives:  608	False negatives: 1548	True negatives: 12392

['poi', 'bonus', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'bonus', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84531	Precision: 0.49578	Recall: 0.32300	F1: 0.39116	F2: 0.34720
	Total predictions: 13000	True positives:  646	False positives:  657	False negatives: 1354	True negatives: 10343

['poi', 'bonus', 'total_stock_value', 'salary', 'total_payments']
GaussianNB()
['poi', 'bonus', 'total_stock_value', 'salary', 'total_payments']
	Accuracy: 0.84947	Precision: 0.39214	Recall: 0.23450	F1: 0.29349	F2: 0.25500
	Total predictions: 15000	True positives:  469	False positives:  727	False negatives: 1531	True negatives: 12273

['poi', 'bonus', 'total_stock_value', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'bonus', 'total_stock_value', 'salary', 'exercised_stock_options']
	Accuracy: 0.84677	Precision: 0.50312	Recall: 0.32300	F1: 0.39342	F2: 0.34791
	Total predictions: 13000	True positives:  646	False positives:  638	False negatives: 1354	True negatives: 10362

['poi', 'bonus', 'total_stock_value', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'bonus', 'total_stock_value', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.86053	Precision: 0.45972	Recall: 0.26250	F1: 0.33418	F2: 0.28714
	Total predictions: 15000	True positives:  525	False positives:  617	False negatives: 1475	True negatives: 12383

['poi', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.80200	Precision: 0.32625	Recall: 0.17650	F1: 0.22907	F2: 0.19434
	Total predictions: 12000	True positives:  353	False positives:  729	False negatives: 1647	True negatives: 9271

['poi', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.78600	Precision: 0.32229	Recall: 0.16050	F1: 0.21429	F2: 0.17841
	Total predictions: 11000	True positives:  321	False positives:  675	False negatives: 1679	True negatives: 8325

['poi', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.83800	Precision: 0.31073	Recall: 0.11000	F1: 0.16248	F2: 0.12632
	Total predictions: 14000	True positives:  220	False positives:  488	False negatives: 1780	True negatives: 11512

['poi', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.84523	Precision: 0.49476	Recall: 0.28350	F1: 0.36046	F2: 0.30997
	Total predictions: 13000	True positives:  567	False positives:  579	False negatives: 1433	True negatives: 10421

['poi', 'bonus', 'from_poi_to_this_person', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'bonus', 'from_poi_to_this_person', 'restricted_stock', 'salary']
	Accuracy: 0.81108	Precision: 0.36364	Recall: 0.17800	F1: 0.23901	F2: 0.19824
	Total predictions: 12000	True positives:  356	False positives:  623	False negatives: 1644	True negatives: 9377

['poi', 'bonus', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'bonus', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']
	Accuracy: 0.82471	Precision: 0.25591	Recall: 0.11900	F1: 0.16246	F2: 0.13326
	Total predictions: 14000	True positives:  238	False positives:  692	False negatives: 1762	True negatives: 11308

['poi', 'bonus', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'bonus', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.85279	Precision: 0.47530	Recall: 0.29350	F1: 0.36291	F2: 0.31781
	Total predictions: 14000	True positives:  587	False positives:  648	False negatives: 1413	True negatives: 11352

['poi', 'bonus', 'from_poi_to_this_person', 'salary', 'total_payments']
GaussianNB()
['poi', 'bonus', 'from_poi_to_this_person', 'salary', 'total_payments']
	Accuracy: 0.82777	Precision: 0.33517	Recall: 0.12150	F1: 0.17835	F2: 0.13926
	Total predictions: 13000	True positives:  243	False positives:  482	False negatives: 1757	True negatives: 10518

['poi', 'bonus', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'bonus', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']
	Accuracy: 0.84108	Precision: 0.47321	Recall: 0.29150	F1: 0.36077	F2: 0.31575
	Total predictions: 13000	True positives:  583	False positives:  649	False negatives: 1417	True negatives: 10351

['poi', 'bonus', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'bonus', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84814	Precision: 0.44079	Recall: 0.23450	F1: 0.30614	F2: 0.25872
	Total predictions: 14000	True positives:  469	False positives:  595	False negatives: 1531	True negatives: 11405

['poi', 'bonus', 'from_this_person_to_poi', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'bonus', 'from_this_person_to_poi', 'restricted_stock', 'salary']
	Accuracy: 0.79550	Precision: 0.29982	Recall: 0.17000	F1: 0.21698	F2: 0.18612
	Total predictions: 12000	True positives:  340	False positives:  794	False negatives: 1660	True negatives: 9206

['poi', 'bonus', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'bonus', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']
	Accuracy: 0.82650	Precision: 0.27157	Recall: 0.12750	F1: 0.17353	F2: 0.14263
	Total predictions: 14000	True positives:  255	False positives:  684	False negatives: 1745	True negatives: 11316

['poi', 'bonus', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'bonus', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.85443	Precision: 0.48403	Recall: 0.28800	F1: 0.36113	F2: 0.31338
	Total predictions: 14000	True positives:  576	False positives:  614	False negatives: 1424	True negatives: 11386

['poi', 'bonus', 'from_this_person_to_poi', 'salary', 'total_payments']
GaussianNB()
['poi', 'bonus', 'from_this_person_to_poi', 'salary', 'total_payments']
	Accuracy: 0.83038	Precision: 0.35784	Recall: 0.12900	F1: 0.18964	F2: 0.14792
	Total predictions: 13000	True positives:  258	False positives:  463	False negatives: 1742	True negatives: 10537

['poi', 'bonus', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'bonus', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']
	Accuracy: 0.84338	Precision: 0.48500	Recall: 0.29100	F1: 0.36375	F2: 0.31630
	Total predictions: 13000	True positives:  582	False positives:  618	False negatives: 1418	True negatives: 10382

['poi', 'bonus', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'bonus', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85050	Precision: 0.45533	Recall: 0.23700	F1: 0.31174	F2: 0.26214
	Total predictions: 14000	True positives:  474	False positives:  567	False negatives: 1526	True negatives: 11433

['poi', 'bonus', 'restricted_stock', 'salary', 'total_payments']
GaussianNB()
['poi', 'bonus', 'restricted_stock', 'salary', 'total_payments']
	Accuracy: 0.82107	Precision: 0.25698	Recall: 0.13350	F1: 0.17572	F2: 0.14769
	Total predictions: 14000	True positives:  267	False positives:  772	False negatives: 1733	True negatives: 11228

['poi', 'bonus', 'restricted_stock', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'bonus', 'restricted_stock', 'salary', 'exercised_stock_options']
	Accuracy: 0.84350	Precision: 0.42792	Recall: 0.28350	F1: 0.34105	F2: 0.30402
	Total predictions: 14000	True positives:  567	False positives:  758	False negatives: 1433	True negatives: 11242

['poi', 'bonus', 'restricted_stock', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'bonus', 'restricted_stock', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85527	Precision: 0.42002	Recall: 0.22450	F1: 0.29260	F2: 0.24755
	Total predictions: 15000	True positives:  449	False positives:  620	False negatives: 1551	True negatives: 12380

['poi', 'bonus', 'salary', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'bonus', 'salary', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84843	Precision: 0.44267	Recall: 0.23550	F1: 0.30744	F2: 0.25982
	Total predictions: 14000	True positives:  471	False positives:  593	False negatives: 1529	True negatives: 11407

['poi', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']
GaussianNB()
['poi', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']
	Accuracy: 0.86714	Precision: 0.57246	Recall: 0.27650	F1: 0.37289	F2: 0.30839
	Total predictions: 14000	True positives:  553	False positives:  413	False negatives: 1447	True negatives: 11587

['poi', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']
GaussianNB()
['poi', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']
	Accuracy: 0.86379	Precision: 0.55664	Recall: 0.22850	F1: 0.32400	F2: 0.25904
	Total predictions: 14000	True positives:  457	False positives:  364	False negatives: 1543	True negatives: 11636

['poi', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']
GaussianNB()
['poi', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']
	Accuracy: 0.85267	Precision: 0.38806	Recall: 0.18200	F1: 0.24779	F2: 0.20362
	Total predictions: 15000	True positives:  364	False positives:  574	False negatives: 1636	True negatives: 12426

['poi', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']
GaussianNB()
['poi', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']
	Accuracy: 0.83962	Precision: 0.46314	Recall: 0.26700	F1: 0.33873	F2: 0.29171
	Total predictions: 13000	True positives:  534	False positives:  619	False negatives: 1466	True negatives: 10381

['poi', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock', 'salary']
	Accuracy: 0.86050	Precision: 0.52580	Recall: 0.23950	F1: 0.32910	F2: 0.26877
	Total predictions: 14000	True positives:  479	False positives:  432	False negatives: 1521	True negatives: 11568

['poi', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']
	Accuracy: 0.85400	Precision: 0.39514	Recall: 0.17900	F1: 0.24639	F2: 0.20099
	Total predictions: 15000	True positives:  358	False positives:  548	False negatives: 1642	True negatives: 12452

['poi', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.85550	Precision: 0.48981	Recall: 0.27650	F1: 0.35347	F2: 0.30288
	Total predictions: 14000	True positives:  553	False positives:  576	False negatives: 1447	True negatives: 11424

['poi', 'total_stock_value', 'from_poi_to_this_person', 'salary', 'total_payments']
GaussianNB()
['poi', 'total_stock_value', 'from_poi_to_this_person', 'salary', 'total_payments']
	Accuracy: 0.84927	Precision: 0.36392	Recall: 0.17450	F1: 0.23589	F2: 0.19478
	Total predictions: 15000	True positives:  349	False positives:  610	False negatives: 1651	True negatives: 12390

['poi', 'total_stock_value', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'total_stock_value', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']
	Accuracy: 0.85436	Precision: 0.48297	Recall: 0.27650	F1: 0.35167	F2: 0.30235
	Total predictions: 14000	True positives:  553	False positives:  592	False negatives: 1447	True negatives: 11408

['poi', 'total_stock_value', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'total_stock_value', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84827	Precision: 0.38500	Recall: 0.23100	F1: 0.28875	F2: 0.25109
	Total predictions: 15000	True positives:  462	False positives:  738	False negatives: 1538	True negatives: 12262

['poi', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock', 'salary']
	Accuracy: 0.86071	Precision: 0.52854	Recall: 0.23150	F1: 0.32197	F2: 0.26082
	Total predictions: 14000	True positives:  463	False positives:  413	False negatives: 1537	True negatives: 11587

['poi', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']
	Accuracy: 0.85407	Precision: 0.39558	Recall: 0.17900	F1: 0.24647	F2: 0.20101
	Total predictions: 15000	True positives:  358	False positives:  547	False negatives: 1642	True negatives: 12453

['poi', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.84362	Precision: 0.48501	Recall: 0.26700	F1: 0.34441	F2: 0.29337
	Total predictions: 13000	True positives:  534	False positives:  567	False negatives: 1466	True negatives: 10433

['poi', 'total_stock_value', 'from_this_person_to_poi', 'salary', 'total_payments']
GaussianNB()
['poi', 'total_stock_value', 'from_this_person_to_poi', 'salary', 'total_payments']
	Accuracy: 0.84987	Precision: 0.36681	Recall: 0.17350	F1: 0.23557	F2: 0.19394
	Total predictions: 15000	True positives:  347	False positives:  599	False negatives: 1653	True negatives: 12401

['poi', 'total_stock_value', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'total_stock_value', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']
	Accuracy: 0.85650	Precision: 0.49596	Recall: 0.27650	F1: 0.35506	F2: 0.30335
	Total predictions: 14000	True positives:  553	False positives:  562	False negatives: 1447	True negatives: 11438

['poi', 'total_stock_value', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'total_stock_value', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84900	Precision: 0.38856	Recall: 0.23100	F1: 0.28975	F2: 0.25139
	Total predictions: 15000	True positives:  462	False positives:  727	False negatives: 1538	True negatives: 12273

['poi', 'total_stock_value', 'restricted_stock', 'salary', 'total_payments']
GaussianNB()
['poi', 'total_stock_value', 'restricted_stock', 'salary', 'total_payments']
	Accuracy: 0.85340	Precision: 0.39006	Recall: 0.17650	F1: 0.24303	F2: 0.19820
	Total predictions: 15000	True positives:  353	False positives:  552	False negatives: 1647	True negatives: 12448

['poi', 'total_stock_value', 'restricted_stock', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'total_stock_value', 'restricted_stock', 'salary', 'exercised_stock_options']
	Accuracy: 0.85650	Precision: 0.49596	Recall: 0.27650	F1: 0.35506	F2: 0.30335
	Total predictions: 14000	True positives:  553	False positives:  562	False negatives: 1447	True negatives: 11438

['poi', 'total_stock_value', 'restricted_stock', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'total_stock_value', 'restricted_stock', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85480	Precision: 0.41442	Recall: 0.21550	F1: 0.28355	F2: 0.23838
	Total predictions: 15000	True positives:  431	False positives:  609	False negatives: 1569	True negatives: 12391

['poi', 'total_stock_value', 'salary', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'total_stock_value', 'salary', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84700	Precision: 0.37317	Recall: 0.21700	F1: 0.27442	F2: 0.23682
	Total predictions: 15000	True positives:  434	False positives:  729	False negatives: 1566	True negatives: 12271

['poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock', 'salary']
GaussianNB()
['poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock', 'salary']
	Accuracy: 0.80542	Precision: 0.29141	Recall: 0.11700	F1: 0.16696	F2: 0.13291
	Total predictions: 12000	True positives:  234	False positives:  569	False negatives: 1766	True negatives: 9431

['poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']
GaussianNB()
['poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']
	Accuracy: 0.82436	Precision: 0.16594	Recall: 0.05700	F1: 0.08485	F2: 0.06562
	Total predictions: 14000	True positives:  114	False positives:  573	False negatives: 1886	True negatives: 11427

['poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']
GaussianNB()
['poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']
	Accuracy: 0.86329	Precision: 0.54216	Recall: 0.27650	F1: 0.36623	F2: 0.30654
	Total predictions: 14000	True positives:  553	False positives:  467	False negatives: 1447	True negatives: 11533

['poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary', 'total_payments']
GaussianNB()
['poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary', 'total_payments']
	Accuracy: 0.83936	Precision: 0.23899	Recall: 0.05700	F1: 0.09205	F2: 0.06724
	Total predictions: 14000	True positives:  114	False positives:  363	False negatives: 1886	True negatives: 11637

['poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']
	Accuracy: 0.85546	Precision: 0.57351	Recall: 0.23600	F1: 0.33440	F2: 0.26748
	Total predictions: 13000	True positives:  472	False positives:  351	False negatives: 1528	True negatives: 10649

['poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84914	Precision: 0.43349	Recall: 0.18250	F1: 0.25686	F2: 0.20640
	Total predictions: 14000	True positives:  365	False positives:  477	False negatives: 1635	True negatives: 11523

['poi', 'from_poi_to_this_person', 'restricted_stock', 'salary', 'total_payments']
GaussianNB()
['poi', 'from_poi_to_this_person', 'restricted_stock', 'salary', 'total_payments']
	Accuracy: 0.82471	Precision: 0.16910	Recall: 0.05800	F1: 0.08637	F2: 0.06677
	Total predictions: 14000	True positives:  116	False positives:  570	False negatives: 1884	True negatives: 11430

['poi', 'from_poi_to_this_person', 'restricted_stock', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'from_poi_to_this_person', 'restricted_stock', 'salary', 'exercised_stock_options']
	Accuracy: 0.85786	Precision: 0.50519	Recall: 0.24350	F1: 0.32861	F2: 0.27164
	Total predictions: 14000	True positives:  487	False positives:  477	False negatives: 1513	True negatives: 11523

['poi', 'from_poi_to_this_person', 'restricted_stock', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'from_poi_to_this_person', 'restricted_stock', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85253	Precision: 0.38578	Recall: 0.17900	F1: 0.24454	F2: 0.20049
	Total predictions: 15000	True positives:  358	False positives:  570	False negatives: 1642	True negatives: 12430

['poi', 'from_poi_to_this_person', 'salary', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'from_poi_to_this_person', 'salary', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84321	Precision: 0.39203	Recall: 0.17700	F1: 0.24389	F2: 0.19881
	Total predictions: 14000	True positives:  354	False positives:  549	False negatives: 1646	True negatives: 11451

['poi', 'from_this_person_to_poi', 'restricted_stock', 'salary', 'total_payments']
GaussianNB()
['poi', 'from_this_person_to_poi', 'restricted_stock', 'salary', 'total_payments']
	Accuracy: 0.82714	Precision: 0.19477	Recall: 0.06700	F1: 0.09970	F2: 0.07712
	Total predictions: 14000	True positives:  134	False positives:  554	False negatives: 1866	True negatives: 11446

['poi', 'from_this_person_to_poi', 'restricted_stock', 'salary', 'exercised_stock_options']
GaussianNB()
['poi', 'from_this_person_to_poi', 'restricted_stock', 'salary', 'exercised_stock_options']
	Accuracy: 0.85771	Precision: 0.50426	Recall: 0.23650	F1: 0.32199	F2: 0.26460
	Total predictions: 14000	True positives:  473	False positives:  465	False negatives: 1527	True negatives: 11535

['poi', 'from_this_person_to_poi', 'restricted_stock', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'from_this_person_to_poi', 'restricted_stock', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.85273	Precision: 0.38703	Recall: 0.17900	F1: 0.24479	F2: 0.20056
	Total predictions: 15000	True positives:  358	False positives:  567	False negatives: 1642	True negatives: 12433

['poi', 'from_this_person_to_poi', 'salary', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'from_this_person_to_poi', 'salary', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84464	Precision: 0.40113	Recall: 0.17750	F1: 0.24610	F2: 0.19977
	Total predictions: 14000	True positives:  355	False positives:  530	False negatives: 1645	True negatives: 11470

['poi', 'restricted_stock', 'salary', 'total_payments', 'exercised_stock_options']
GaussianNB()
['poi', 'restricted_stock', 'salary', 'total_payments', 'exercised_stock_options']
	Accuracy: 0.84733	Precision: 0.35383	Recall: 0.17550	F1: 0.23463	F2: 0.19517
	Total predictions: 15000	True positives:  351	False positives:  641	False negatives: 1649	True negatives: 12359

In [11]:
# The print out of the List "All" should print out a list for each feature combination tried -- Each such list
# contains the accuracy, precision, and recall for a set of features and contains a list, which shows
# the features themselves

print All
[['0.707333333333', '0.362844702467', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees']], ['0.886333333333', '0.0', '0.0', ['poi', 'to_messages']], ['0.788', '0.574918566775', '0.1765', ['poi', 'salary_bonus']], ['0.688', '0.0', '0.0', ['poi', 'deferral_payments']], ['0.7997', '0.0', '0.0', ['poi', 'expenses']], ['0.818', '0.595338983051', '0.281', ['poi', 'deferred_income']], ['0.841142857143', '0.185393258427', '0.033', ['poi', 'long_term_incentive']], ['0.838444444444', '0.0', '0.0', ['poi', 'shared_receipt_with_poi']], ['0.844777777778', '0.0', '0.0', ['poi', 'from_messages']], ['0.7722', '0.00709219858156', '0.001', ['poi', 'other']], ['0.788666666667', '0.579804560261', '0.178', ['poi', 'bonus']], ['0.861307692308', '0.614668218859', '0.264', ['poi', 'total_stock_value']], ['0.7365', '0.0263157894737', '0.0015', ['poi', 'from_poi_to_this_person']], ['0.792285714286', '0.0', '0.0', ['poi', 'from_this_person_to_poi']], ['0.81', '0.372159090909', '0.0655', ['poi', 'restricted_stock']], ['0.7966', '0.463983050847', '0.1095', ['poi', 'salary']], ['0.822615384615', '0.0578034682081', '0.01', ['poi', 'total_payments']], ['0.904090909091', '0.460545193687', '0.321', ['poi', 'exercised_stock_options']], ['0.816818181818', '0.487725040917', '0.149', ['poi', 'to_messages', 'salary_bonus']], ['0.762272727273', '0.123623011016', '0.0505', ['poi', 'to_messages', 'deferral_payments']], ['0.829083333333', '0.0', '0.0', ['poi', 'to_messages', 'expenses']], ['0.821818181818', '0.535587188612', '0.1505', ['poi', 'to_messages', 'deferred_income']], ['0.804818181818', '0.33180778032', '0.0725', ['poi', 'to_messages', 'long_term_incentive']], ['0.2783', '0.113994784552', '0.918', ['poi', 'to_messages', 'restricted_stock_deferred']], ['0.871444444444', '0.0', '0.0', ['poi', 'to_messages', 'shared_receipt_with_poi']], ['0.831333333333', '0.0', '0.0', ['poi', 'to_messages', 'from_messages']], ['0.804583333333', '0.0113314447592', '0.002', ['poi', 'to_messages', 'other']], ['0.2664', '0.113375640713', '0.929', ['poi', 'to_messages', 'director_fees']], ['0.151333333333', '0.108238904627', '0.917', ['poi', 'to_messages', 'resto_dirfees']], ['0.819090909091', '0.508503401361', '0.1495', ['poi', 'to_messages', 'bonus']], ['0.867357142857', '0.575342465753', '0.273', ['poi', 'to_messages', 'total_stock_value']], ['0.868666666667', '0.0210526315789', '0.004', ['poi', 'to_messages', 'from_poi_to_this_person']], ['0.849666666667', '0.0', '0.0', ['poi', 'to_messages', 'from_this_person_to_poi']], ['0.8225', '0.334183673469', '0.0655', ['poi', 'to_messages', 'restricted_stock']], ['0.83175', '0.479302832244', '0.11', ['poi', 'to_messages', 'salary']], ['0.832928571429', '0.104895104895', '0.0225', ['poi', 'to_messages', 'total_payments']], ['0.842', '0.555555555556', '0.26', ['poi', 'to_messages', 'exercised_stock_options']], ['0.7625', '0.348668280872', '0.216', ['poi', 'salary_bonus', 'deferral_payments']], ['0.822090909091', '0.528552456839', '0.199', ['poi', 'salary_bonus', 'expenses']], ['0.8345', '0.677651905252', '0.329', ['poi', 'salary_bonus', 'deferred_income']], ['0.789888888889', '0.569961489089', '0.222', ['poi', 'salary_bonus', 'long_term_incentive']], ['0.403444444444', '0.271407246573', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred']], ['0.797363636364', '0.374589266156', '0.171', ['poi', 'salary_bonus', 'shared_receipt_with_poi']], ['0.788727272727', '0.36432160804', '0.2175', ['poi', 'salary_bonus', 'from_messages']], ['0.7823', '0.371552975327', '0.128', ['poi', 'salary_bonus', 'other']], ['0.3558', '0.236910684672', '1.0', ['poi', 'salary_bonus', 'director_fees']], ['0.270444444444', '0.233481204763', '1.0', ['poi', 'salary_bonus', 'resto_dirfees']], ['0.770555555556', '0.463110102157', '0.204', ['poi', 'salary_bonus', 'bonus']], ['0.848769230769', '0.514782608696', '0.296', ['poi', 'salary_bonus', 'total_stock_value']], ['0.7972', '0.481382978723', '0.181', ['poi', 'salary_bonus', 'from_poi_to_this_person']], ['0.787', '0.426966292135', '0.19', ['poi', 'salary_bonus', 'from_this_person_to_poi']], ['0.814833333333', '0.37987012987', '0.1755', ['poi', 'salary_bonus', 'restricted_stock']], ['0.7778', '0.377753303965', '0.1715', ['poi', 'salary_bonus', 'salary']], ['0.828076923077', '0.34100135318', '0.126', ['poi', 'salary_bonus', 'total_payments']], ['0.843', '0.482312338223', '0.2795', ['poi', 'salary_bonus', 'exercised_stock_options']], ['0.763727272727', '0.125156445557', '0.05', ['poi', 'deferral_payments', 'expenses']], ['0.828428571429', '0.328205128205', '0.192', ['poi', 'deferral_payments', 'deferred_income']], ['0.709888888889', '0.215284249767', '0.1155', ['poi', 'deferral_payments', 'long_term_incentive']], ['0.524', '0.270611702128', '0.814', ['poi', 'deferral_payments', 'restricted_stock_deferred']], ['0.735909090909', '0.0814061054579', '0.044', ['poi', 'deferral_payments', 'shared_receipt_with_poi']], ['0.689727272727', '0.121179624665', '0.113', ['poi', 'deferral_payments', 'from_messages']], ['0.743', '0.0989330746848', '0.051', ['poi', 'deferral_payments', 'other']], ['0.4745', '0.213620643788', '0.803', ['poi', 'deferral_payments', 'director_fees']], ['0.3084', '0.195942602672', '0.792', ['poi', 'deferral_payments', 'resto_dirfees']], ['0.7611', '0.346487766377', '0.2195', ['poi', 'deferral_payments', 'bonus']], ['0.862692307692', '0.624565469293', '0.2695', ['poi', 'deferral_payments', 'total_stock_value']], ['0.7149', '0.107834101382', '0.0585', ['poi', 'deferral_payments', 'from_poi_to_this_person']], ['0.797375', '0.0', '0.0', ['poi', 'deferral_payments', 'from_this_person_to_poi']], ['0.808', '0.210280373832', '0.09', ['poi', 'deferral_payments', 'restricted_stock']], ['0.771090909091', '0.269982238011', '0.152', ['poi', 'deferral_payments', 'salary']], ['0.822538461538', '0.10941475827', '0.0215', ['poi', 'deferral_payments', 'total_payments']], ['0.907909090909', '0.490959666203', '0.353', ['poi', 'deferral_payments', 'exercised_stock_options']], ['0.831', '0.610675039246', '0.1945', ['poi', 'expenses', 'deferred_income']], ['0.799181818182', '0.246973365617', '0.051', ['poi', 'expenses', 'long_term_incentive']], ['0.352454545455', '0.219226131755', '1.0', ['poi', 'expenses', 'restricted_stock_deferred']], ['0.793666666667', '0.0', '0.0', ['poi', 'expenses', 'shared_receipt_with_poi']], ['0.886333333333', '0.0', '0.0', ['poi', 'to_messages']], ['0.788', '0.574918566775', '0.1765', ['poi', 'salary_bonus']], ['0.688', '0.0', '0.0', ['poi', 'deferral_payments']], ['0.7997', '0.0', '0.0', ['poi', 'expenses']], ['0.818', '0.595338983051', '0.281', ['poi', 'deferred_income']], ['0.841142857143', '0.185393258427', '0.033', ['poi', 'long_term_incentive']], ['0.838444444444', '0.0', '0.0', ['poi', 'shared_receipt_with_poi']], ['0.844777777778', '0.0', '0.0', ['poi', 'from_messages']], ['0.7722', '0.00709219858156', '0.001', ['poi', 'other']], ['0.788666666667', '0.579804560261', '0.178', ['poi', 'bonus']], ['0.861307692308', '0.614668218859', '0.264', ['poi', 'total_stock_value']], ['0.7365', '0.0263157894737', '0.0015', ['poi', 'from_poi_to_this_person']], ['0.792285714286', '0.0', '0.0', ['poi', 'from_this_person_to_poi']], ['0.81', '0.372159090909', '0.0655', ['poi', 'restricted_stock']], ['0.7966', '0.463983050847', '0.1095', ['poi', 'salary']], ['0.822615384615', '0.0578034682081', '0.01', ['poi', 'total_payments']], ['0.904090909091', '0.460545193687', '0.321', ['poi', 'exercised_stock_options']], ['0.816818181818', '0.487725040917', '0.149', ['poi', 'to_messages', 'salary_bonus']], ['0.762272727273', '0.123623011016', '0.0505', ['poi', 'to_messages', 'deferral_payments']], ['0.829083333333', '0.0', '0.0', ['poi', 'to_messages', 'expenses']], ['0.821818181818', '0.535587188612', '0.1505', ['poi', 'to_messages', 'deferred_income']], ['0.804818181818', '0.33180778032', '0.0725', ['poi', 'to_messages', 'long_term_incentive']], ['0.2783', '0.113994784552', '0.918', ['poi', 'to_messages', 'restricted_stock_deferred']], ['0.871444444444', '0.0', '0.0', ['poi', 'to_messages', 'shared_receipt_with_poi']], ['0.831333333333', '0.0', '0.0', ['poi', 'to_messages', 'from_messages']], ['0.804583333333', '0.0113314447592', '0.002', ['poi', 'to_messages', 'other']], ['0.2664', '0.113375640713', '0.929', ['poi', 'to_messages', 'director_fees']], ['0.151333333333', '0.108238904627', '0.917', ['poi', 'to_messages', 'resto_dirfees']], ['0.819090909091', '0.508503401361', '0.1495', ['poi', 'to_messages', 'bonus']], ['0.867357142857', '0.575342465753', '0.273', ['poi', 'to_messages', 'total_stock_value']], ['0.868666666667', '0.0210526315789', '0.004', ['poi', 'to_messages', 'from_poi_to_this_person']], ['0.849666666667', '0.0', '0.0', ['poi', 'to_messages', 'from_this_person_to_poi']], ['0.8225', '0.334183673469', '0.0655', ['poi', 'to_messages', 'restricted_stock']], ['0.83175', '0.479302832244', '0.11', ['poi', 'to_messages', 'salary']], ['0.832928571429', '0.104895104895', '0.0225', ['poi', 'to_messages', 'total_payments']], ['0.842', '0.555555555556', '0.26', ['poi', 'to_messages', 'exercised_stock_options']], ['0.7625', '0.348668280872', '0.216', ['poi', 'salary_bonus', 'deferral_payments']], ['0.822090909091', '0.528552456839', '0.199', ['poi', 'salary_bonus', 'expenses']], ['0.8345', '0.677651905252', '0.329', ['poi', 'salary_bonus', 'deferred_income']], ['0.789888888889', '0.569961489089', '0.222', ['poi', 'salary_bonus', 'long_term_incentive']], ['0.403444444444', '0.271407246573', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred']], ['0.797363636364', '0.374589266156', '0.171', ['poi', 'salary_bonus', 'shared_receipt_with_poi']], ['0.788727272727', '0.36432160804', '0.2175', ['poi', 'salary_bonus', 'from_messages']], ['0.7823', '0.371552975327', '0.128', ['poi', 'salary_bonus', 'other']], ['0.3558', '0.236910684672', '1.0', ['poi', 'salary_bonus', 'director_fees']], ['0.270444444444', '0.233481204763', '1.0', ['poi', 'salary_bonus', 'resto_dirfees']], ['0.770555555556', '0.463110102157', '0.204', ['poi', 'salary_bonus', 'bonus']], ['0.848769230769', '0.514782608696', '0.296', ['poi', 'salary_bonus', 'total_stock_value']], ['0.7972', '0.481382978723', '0.181', ['poi', 'salary_bonus', 'from_poi_to_this_person']], ['0.787', '0.426966292135', '0.19', ['poi', 'salary_bonus', 'from_this_person_to_poi']], ['0.814833333333', '0.37987012987', '0.1755', ['poi', 'salary_bonus', 'restricted_stock']], ['0.7778', '0.377753303965', '0.1715', ['poi', 'salary_bonus', 'salary']], ['0.828076923077', '0.34100135318', '0.126', ['poi', 'salary_bonus', 'total_payments']], ['0.843', '0.482312338223', '0.2795', ['poi', 'salary_bonus', 'exercised_stock_options']], ['0.763727272727', '0.125156445557', '0.05', ['poi', 'deferral_payments', 'expenses']], ['0.828428571429', '0.328205128205', '0.192', ['poi', 'deferral_payments', 'deferred_income']], ['0.709888888889', '0.215284249767', '0.1155', ['poi', 'deferral_payments', 'long_term_incentive']], ['0.524', '0.270611702128', '0.814', ['poi', 'deferral_payments', 'restricted_stock_deferred']], ['0.735909090909', '0.0814061054579', '0.044', ['poi', 'deferral_payments', 'shared_receipt_with_poi']], ['0.689727272727', '0.121179624665', '0.113', ['poi', 'deferral_payments', 'from_messages']], ['0.743', '0.0989330746848', '0.051', ['poi', 'deferral_payments', 'other']], ['0.4745', '0.213620643788', '0.803', ['poi', 'deferral_payments', 'director_fees']], ['0.3084', '0.195942602672', '0.792', ['poi', 'deferral_payments', 'resto_dirfees']], ['0.7611', '0.346487766377', '0.2195', ['poi', 'deferral_payments', 'bonus']], ['0.862692307692', '0.624565469293', '0.2695', ['poi', 'deferral_payments', 'total_stock_value']], ['0.7149', '0.107834101382', '0.0585', ['poi', 'deferral_payments', 'from_poi_to_this_person']], ['0.797375', '0.0', '0.0', ['poi', 'deferral_payments', 'from_this_person_to_poi']], ['0.808', '0.210280373832', '0.09', ['poi', 'deferral_payments', 'restricted_stock']], ['0.771090909091', '0.269982238011', '0.152', ['poi', 'deferral_payments', 'salary']], ['0.822538461538', '0.10941475827', '0.0215', ['poi', 'deferral_payments', 'total_payments']], ['0.907909090909', '0.490959666203', '0.353', ['poi', 'deferral_payments', 'exercised_stock_options']], ['0.831', '0.610675039246', '0.1945', ['poi', 'expenses', 'deferred_income']], ['0.799181818182', '0.246973365617', '0.051', ['poi', 'expenses', 'long_term_incentive']], ['0.352454545455', '0.219226131755', '1.0', ['poi', 'expenses', 'restricted_stock_deferred']], ['0.793666666667', '0.0', '0.0', ['poi', 'expenses', 'shared_receipt_with_poi']], ['0.767166666667', '0.107707509881', '0.0545', ['poi', 'expenses', 'from_messages']], ['0.796454545455', '0.00414937759336', '0.0005', ['poi', 'expenses', 'other']], ['0.342', '0.216497077289', '1.0', ['poi', 'expenses', 'director_fees']], ['0.2396', '0.208246563932', '1.0', ['poi', 'expenses', 'resto_dirfees']], ['0.824818181818', '0.549659863946', '0.202', ['poi', 'expenses', 'bonus']], ['0.872214285714', '0.622531939605', '0.268', ['poi', 'expenses', 'total_stock_value']], ['0.821583333333', '0.0451612903226', '0.0035', ['poi', 'expenses', 'from_poi_to_this_person']], ['0.788181818182', '0.0', '0.0', ['poi', 'expenses', 'from_this_person_to_poi']], ['0.837923076923', '0.371084337349', '0.077', ['poi', 'expenses', 'restricted_stock']], ['0.818909090909', '0.508888888889', '0.1145', ['poi', 'expenses', 'salary']], ['0.822692307692', '0.0605187319885', '0.0105', ['poi', 'expenses', 'total_payments']], ['0.859923076923', '0.592173017508', '0.2875', ['poi', 'expenses', 'exercised_stock_options']], ['0.790555555556', '0.560975609756', '0.2645', ['poi', 'deferred_income', 'long_term_incentive']], ['0.4955', '0.248323814254', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred']], ['0.809909090909', '0.436893203883', '0.1575', ['poi', 'deferred_income', 'shared_receipt_with_poi']], ['0.822454545455', '0.524004085802', '0.2565', ['poi', 'deferred_income', 'from_messages']], ['0.809727272727', '0.434599156118', '0.1545', ['poi', 'deferred_income', 'other']], ['0.485', '0.244498777506', '1.0', ['poi', 'deferred_income', 'director_fees']], ['0.2748', '0.21616947687', '1.0', ['poi', 'deferred_income', 'resto_dirfees']], ['0.8343', '0.676258992806', '0.329', ['poi', 'deferred_income', 'bonus']], ['0.863571428571', '0.535046728972', '0.3435', ['poi', 'deferred_income', 'total_stock_value']], ['0.8097', '0.561470215463', '0.2215', ['poi', 'deferred_income', 'from_poi_to_this_person']], ['0.7893', '0.443624868282', '0.2105', ['poi', 'deferred_income', 'from_this_person_to_poi']], ['0.830416666667', '0.48275862069', '0.245', ['poi', 'deferred_income', 'restricted_stock']], ['0.837454545455', '0.605158730159', '0.305', ['poi', 'deferred_income', 'salary']], ['0.838153846154', '0.427777777778', '0.154', ['poi', 'deferred_income', 'total_payments']], ['0.861769230769', '0.578621223857', '0.3735', ['poi', 'deferred_income', 'exercised_stock_options']], ['0.35675', '0.162707452001', '1.0', ['poi', 'long_term_incentive', 'restricted_stock_deferred']], ['0.777454545455', '0.222772277228', '0.09', ['poi', 'long_term_incentive', 'shared_receipt_with_poi']], ['0.742272727273', '0.272231314785', '0.2495', ['poi', 'long_term_incentive', 'from_messages']], ['0.7649', '0.0488431876607', '0.0095', ['poi', 'long_term_incentive', 'other']], ['0.323777777778', '0.141123341801', '1.0', ['poi', 'long_term_incentive', 'director_fees']], ['0.203857142857', '0.152031654238', '0.999', ['poi', 'long_term_incentive', 'resto_dirfees']], ['0.790666666667', '0.574168797954', '0.2245', ['poi', 'long_term_incentive', 'bonus']], ['0.843230769231', '0.481037924152', '0.241', ['poi', 'long_term_incentive', 'total_stock_value']], ['0.7771', '0.20716112532', '0.0405', ['poi', 'long_term_incentive', 'from_poi_to_this_person']], ['0.737666666667', '0.132382892057', '0.0325', ['poi', 'long_term_incentive', 'from_this_person_to_poi']], ['0.808583333333', '0.28', '0.0945', ['poi', 'long_term_incentive', 'restricted_stock']], ['0.7878', '0.406153846154', '0.132', ['poi', 'long_term_incentive', 'salary']], ['0.820846153846', '0.214904679376', '0.062', ['poi', 'long_term_incentive', 'total_payments']], ['0.834666666667', '0.507984031936', '0.2545', ['poi', 'long_term_incentive', 'exercised_stock_options']], ['0.2782', '0.116551554021', '0.945', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi']], ['0.3154', '0.120192307692', '0.925', ['poi', 'restricted_stock_deferred', 'from_messages']], ['0.3592', '0.230825598437', '0.945', ['poi', 'restricted_stock_deferred', 'other']], ['0.403444444444', '0.271407246573', '1.0', ['poi', 'restricted_stock_deferred', 'bonus']], ['0.285615384615', '0.177195003101', '1.0', ['poi', 'restricted_stock_deferred', 'total_stock_value']], ['0.325', '0.141342756184', '1.0', ['poi', 'restricted_stock_deferred', 'from_poi_to_this_person']], ['0.36', '0.156093489149', '0.935', ['poi', 'restricted_stock_deferred', 'from_this_person_to_poi']], ['0.335272727273', '0.214039621016', '0.994', ['poi', 'restricted_stock_deferred', 'restricted_stock']], ['0.347090909091', '0.217324896356', '0.996', ['poi', 'restricted_stock_deferred', 'salary']], ['0.277230769231', '0.170351221252', '0.9555', ['poi', 'restricted_stock_deferred', 'total_payments']], ['0.256909090909', '0.109003706126', '1.0', ['poi', 'restricted_stock_deferred', 'exercised_stock_options']], ['0.801333333333', '0.0', '0.0', ['poi', 'shared_receipt_with_poi', 'from_messages']], ['0.787916666667', '0.00364298724954', '0.001', ['poi', 'shared_receipt_with_poi', 'other']], ['0.2674', '0.115580943121', '0.951', ['poi', 'shared_receipt_with_poi', 'director_fees']], ['0.149666666667', '0.109060994241', '0.928', ['poi', 'shared_receipt_with_poi', 'resto_dirfees']], ['0.805727272727', '0.421173762946', '0.183', ['poi', 'shared_receipt_with_poi', 'bonus']], ['0.8415', '0.406966864911', '0.2395', ['poi', 'shared_receipt_with_poi', 'total_stock_value']], ['0.823777777778', '0.00338983050847', '0.002', ['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person']], ['0.820333333333', '0.0', '0.0', ['poi', 'shared_receipt_with_poi', 'from_this_person_to_poi']], ['0.788583333333', '0.164794007491', '0.066', ['poi', 'shared_receipt_with_poi', 'restricted_stock']], ['0.802916666667', '0.273291925466', '0.11', ['poi', 'shared_receipt_with_poi', 'salary']], ['0.827214285714', '0.108411214953', '0.029', ['poi', 'shared_receipt_with_poi', 'total_payments']], ['0.8335', '0.500988142292', '0.2535', ['poi', 'shared_receipt_with_poi', 'exercised_stock_options']], ['0.77025', '0.0703745743473', '0.031', ['poi', 'from_messages', 'other']], ['0.2993', '0.119376504879', '0.942', ['poi', 'from_messages', 'director_fees']], ['0.194555555556', '0.114877357328', '0.932', ['poi', 'from_messages', 'resto_dirfees']], ['0.788090909091', '0.36242726517', '0.218', ['poi', 'from_messages', 'bonus']], ['0.864142857143', '0.548611111111', '0.2765', ['poi', 'from_messages', 'total_stock_value']], ['0.820666666667', '0.0348484848485', '0.023', ['poi', 'from_messages', 'from_poi_to_this_person']], ['0.827222222222', '0.0', '0.0', ['poi', 'from_messages', 'from_this_person_to_poi']], ['0.807416666667', '0.265460030166', '0.088', ['poi', 'from_messages', 'restricted_stock']], ['0.76675', '0.216062544421', '0.152', ['poi', 'from_messages', 'salary']], ['0.833357142857', '0.192236598891', '0.052', ['poi', 'from_messages', 'total_payments']], ['0.842666666667', '0.550816696915', '0.3035', ['poi', 'from_messages', 'exercised_stock_options']], ['0.322636363636', '0.204808837864', '0.9455', ['poi', 'other', 'director_fees']], ['0.2324', '0.199300699301', '0.9405', ['poi', 'other', 'resto_dirfees']], ['0.782', '0.369942196532', '0.128', ['poi', 'other', 'bonus']], ['0.840076923077', '0.449423815621', '0.1755', ['poi', 'other', 'total_stock_value']], ['0.782090909091', '0.00744416873449', '0.0015', ['poi', 'other', 'from_poi_to_this_person']], ['0.765818181818', '0.00344827586207', '0.001', ['poi', 'other', 'from_this_person_to_poi']], ['0.802416666667', '0.197389885808', '0.0605', ['poi', 'other', 'restricted_stock']], ['0.7804', '0.268867924528', '0.057', ['poi', 'other', 'salary']], ['0.813769230769', '0.0116009280742', '0.0025', ['poi', 'other', 'total_payments']], ['0.836769230769', '0.430523917995', '0.189', ['poi', 'other', 'exercised_stock_options']], ['0.3558', '0.236910684672', '1.0', ['poi', 'director_fees', 'bonus']], ['0.258', '0.161446561188', '1.0', ['poi', 'director_fees', 'total_stock_value']], ['0.299333333333', '0.136873802354', '1.0', ['poi', 'director_fees', 'from_poi_to_this_person']], ['0.399666666667', '0.260991712319', '0.929', ['poi', 'director_fees', 'from_this_person_to_poi']], ['0.279538461538', '0.174704115881', '0.989', ['poi', 'director_fees', 'restricted_stock']], ['0.324', '0.211096938776', '0.993', ['poi', 'director_fees', 'salary']], ['0.276538461538', '0.169094646528', '0.946', ['poi', 'director_fees', 'total_payments']], ['0.228166666667', '0.0974468914442', '1.0', ['poi', 'director_fees', 'exercised_stock_options']], ['0.270444444444', '0.233481204763', '1.0', ['poi', 'resto_dirfees', 'bonus']], ['0.187923076923', '0.159002151909', '0.9975', ['poi', 'resto_dirfees', 'total_stock_value']], ['0.178875', '0.132117849121', '1.0', ['poi', 'resto_dirfees', 'from_poi_to_this_person']], ['0.191285714286', '0.141737125288', '0.922', ['poi', 'resto_dirfees', 'from_this_person_to_poi']], ['0.217', '0.187741996411', '0.994', ['poi', 'resto_dirfees', 'restricted_stock']], ['0.2348', '0.205502292622', '0.986', ['poi', 'resto_dirfees', 'salary']], ['0.225692307692', '0.150762036716', '0.8705', ['poi', 'resto_dirfees', 'total_payments']], ['0.128636363636', '0.094396673911', '0.999', ['poi', 'resto_dirfees', 'exercised_stock_options']], ['0.848923076923', '0.515652173913', '0.2965', ['poi', 'bonus', 'total_stock_value']], ['0.7997', '0.497942386831', '0.1815', ['poi', 'bonus', 'from_poi_to_this_person']], ['0.7869', '0.427141268076', '0.192', ['poi', 'bonus', 'from_this_person_to_poi']], ['0.822166666667', '0.41985645933', '0.1755', ['poi', 'bonus', 'restricted_stock']], ['0.7776', '0.376923076923', '0.1715', ['poi', 'bonus', 'salary']], ['0.828384615385', '0.343707713126', '0.127', ['poi', 'bonus', 'total_payments']], ['0.843538461538', '0.485370051635', '0.282', ['poi', 'bonus', 'exercised_stock_options']], ['0.864461538462', '0.63048245614', '0.2875', ['poi', 'total_stock_value', 'from_poi_to_this_person']], ['0.866769230769', '0.651927437642', '0.2875', ['poi', 'total_stock_value', 'from_this_person_to_poi']], ['0.857538461538', '0.575050709939', '0.2835', ['poi', 'total_stock_value', 'restricted_stock']], ['0.854230769231', '0.560693641618', '0.2425', ['poi', 'total_stock_value', 'salary']], ['0.852666666667', '0.388535031847', '0.183', ['poi', 'total_stock_value', 'total_payments']], ['0.840692307692', '0.46888694128', '0.2675', ['poi', 'total_stock_value', 'exercised_stock_options']], ['0.831125', '0.0', '0.0', ['poi', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.815833333333', '0.28305785124', '0.0685', ['poi', 'from_poi_to_this_person', 'restricted_stock']], ['0.805818181818', '0.381118881119', '0.109', ['poi', 'from_poi_to_this_person', 'salary']], ['0.826307692308', '0.0838709677419', '0.013', ['poi', 'from_poi_to_this_person', 'total_payments']], ['0.844083333333', '0.568690095847', '0.267', ['poi', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.801916666667', '0.205928237129', '0.066', ['poi', 'from_this_person_to_poi', 'restricted_stock']], ['0.791454545455', '0.307086614173', '0.117', ['poi', 'from_this_person_to_poi', 'salary']], ['0.826307692308', '0.101851851852', '0.0165', ['poi', 'from_this_person_to_poi', 'total_payments']], ['0.843166666667', '0.566143497758', '0.2525', ['poi', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.814', '0.330903790087', '0.1135', ['poi', 'restricted_stock', 'salary']], ['0.830357142857', '0.205651491366', '0.0655', ['poi', 'restricted_stock', 'total_payments']], ['0.851', '0.529411764706', '0.2835', ['poi', 'restricted_stock', 'exercised_stock_options']], ['0.828692307692', '0.259023354565', '0.061', ['poi', 'salary', 'total_payments']], ['0.851461538462', '0.536741214058', '0.252', ['poi', 'salary', 'exercised_stock_options']], ['0.849357142857', '0.434099153567', '0.1795', ['poi', 'total_payments', 'exercised_stock_options']], ['0.782833333333', '0.288407821229', '0.2065', ['poi', 'to_messages', 'salary_bonus', 'deferral_payments']], ['0.833', '0.405105438402', '0.1825', ['poi', 'to_messages', 'salary_bonus', 'expenses']], ['0.857333333333', '0.634078212291', '0.3405', ['poi', 'to_messages', 'salary_bonus', 'deferred_income']], ['0.808636363636', '0.44262295082', '0.2025', ['poi', 'to_messages', 'salary_bonus', 'long_term_incentive']], ['0.314666666667', '0.195379796398', '0.998', ['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred']], ['0.798727272727', '0.390816326531', '0.1915', ['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi']], ['0.762454545455', '0.260359655981', '0.1665', ['poi', 'to_messages', 'salary_bonus', 'from_messages']], ['0.799166666667', '0.212078651685', '0.0755', ['poi', 'to_messages', 'salary_bonus', 'other']], ['0.297833333333', '0.191354466859', '0.996', ['poi', 'to_messages', 'salary_bonus', 'director_fees']], ['0.220545454545', '0.188790001894', '0.997', ['poi', 'to_messages', 'salary_bonus', 'resto_dirfees']], ['0.812272727273', '0.468105986261', '0.2385', ['poi', 'to_messages', 'salary_bonus', 'bonus']], ['0.843428571429', '0.415936952715', '0.2375', ['poi', 'to_messages', 'salary_bonus', 'total_stock_value']], ['0.806', '0.409214092141', '0.151', ['poi', 'to_messages', 'salary_bonus', 'from_poi_to_this_person']], ['0.802090909091', '0.37587657784', '0.134', ['poi', 'to_messages', 'salary_bonus', 'from_this_person_to_poi']], ['0.801', '0.282511210762', '0.126', ['poi', 'to_messages', 'salary_bonus', 'restricted_stock']], ['0.8125', '0.337239583333', '0.1295', ['poi', 'to_messages', 'salary_bonus', 'salary']], ['0.829071428571', '0.210603829161', '0.0715', ['poi', 'to_messages', 'salary_bonus', 'total_payments']], ['0.834923076923', '0.432532347505', '0.234', ['poi', 'to_messages', 'salary_bonus', 'exercised_stock_options']], ['0.776384615385', '0.0903342366757', '0.05', ['poi', 'to_messages', 'deferral_payments', 'expenses']], ['0.799666666667', '0.330536912752', '0.197', ['poi', 'to_messages', 'deferral_payments', 'deferred_income']], ['0.777', '0.25', '0.169', ['poi', 'to_messages', 'deferral_payments', 'long_term_incentive']], ['0.340636363636', '0.208587595695', '0.94', ['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred']], ['0.741545454545', '0.0887804878049', '0.0455', ['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi']], ['0.690272727273', '0.122383252818', '0.114', ['poi', 'to_messages', 'deferral_payments', 'from_messages']], ['0.776833333333', '0.0794044665012', '0.032', ['poi', 'to_messages', 'deferral_payments', 'other']], ['0.335083333333', '0.191517903209', '0.928', ['poi', 'to_messages', 'deferral_payments', 'director_fees']], ['0.235909090909', '0.184140447776', '0.9335', ['poi', 'to_messages', 'deferral_payments', 'resto_dirfees']], ['0.779583333333', '0.282828282828', '0.21', ['poi', 'to_messages', 'deferral_payments', 'bonus']], ['0.865428571429', '0.561571125265', '0.2645', ['poi', 'to_messages', 'deferral_payments', 'total_stock_value']], ['0.748909090909', '0.112016293279', '0.055', ['poi', 'to_messages', 'deferral_payments', 'from_poi_to_this_person']], ['0.738727272727', '0.069033530572', '0.035', ['poi', 'to_messages', 'deferral_payments', 'from_this_person_to_poi']], ['0.789692307692', '0.171735241503', '0.096', ['poi', 'to_messages', 'deferral_payments', 'restricted_stock']], ['0.772583333333', '0.222391469916', '0.146', ['poi', 'to_messages', 'deferral_payments', 'salary']], ['0.831785714286', '0.191304347826', '0.055', ['poi', 'to_messages', 'deferral_payments', 'total_payments']], ['0.856615384615', '0.557823129252', '0.328', ['poi', 'to_messages', 'deferral_payments', 'exercised_stock_options']], ['0.840153846154', '0.441087613293', '0.146', ['poi', 'to_messages', 'expenses', 'deferred_income']], ['0.827', '0.326359832636', '0.117', ['poi', 'to_messages', 'expenses', 'long_term_incentive']], ['0.282076923077', '0.175502256837', '0.9915', ['poi', 'to_messages', 'expenses', 'restricted_stock_deferred']], ['0.797333333333', '0.00230414746544', '0.0005', ['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi']], ['0.75575', '0.0983606557377', '0.057', ['poi', 'to_messages', 'expenses', 'from_messages']], ['0.818769230769', '0.0265957446809', '0.005', ['poi', 'to_messages', 'expenses', 'other']], ['0.278', '0.173127987254', '0.978', ['poi', 'to_messages', 'expenses', 'director_fees']], ['0.186230769231', '0.156922338639', '0.981', ['poi', 'to_messages', 'expenses', 'resto_dirfees']], ['0.840230769231', '0.452527743527', '0.1835', ['poi', 'to_messages', 'expenses', 'bonus']], ['0.867142857143', '0.570422535211', '0.2835', ['poi', 'to_messages', 'expenses', 'total_stock_value']], ['0.80825', '0.0453172205438', '0.0075', ['poi', 'to_messages', 'expenses', 'from_poi_to_this_person']], ['0.798333333333', '0.0', '0.0', ['poi', 'to_messages', 'expenses', 'from_this_person_to_poi']], ['0.827230769231', '0.280357142857', '0.0785', ['poi', 'to_messages', 'expenses', 'restricted_stock']], ['0.837461538462', '0.402753872633', '0.117', ['poi', 'to_messages', 'expenses', 'salary']], ['0.832714285714', '0.0966981132075', '0.0205', ['poi', 'to_messages', 'expenses', 'total_payments']], ['0.859214285714', '0.513242009132', '0.281', ['poi', 'to_messages', 'expenses', 'exercised_stock_options']], ['0.8335', '0.501008064516', '0.2485', ['poi', 'to_messages', 'deferred_income', 'long_term_incentive']], ['0.316916666667', '0.196136118466', '1.0', ['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred']], ['0.805181818182', '0.397122302158', '0.138', ['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi']], ['0.804', '0.421212121212', '0.2085', ['poi', 'to_messages', 'deferred_income', 'from_messages']], ['0.825769230769', '0.309352517986', '0.1075', ['poi', 'to_messages', 'deferred_income', 'other']], ['0.310583333333', '0.194029850746', '0.9945', ['poi', 'to_messages', 'deferred_income', 'director_fees']], ['0.219727272727', '0.188747044917', '0.998', ['poi', 'to_messages', 'deferred_income', 'resto_dirfees']], ['0.857583333333', '0.635097493036', '0.342', ['poi', 'to_messages', 'deferred_income', 'bonus']], ['0.851642857143', '0.470811220622', '0.3105', ['poi', 'to_messages', 'deferred_income', 'total_stock_value']], ['0.810363636364', '0.436578171091', '0.148', ['poi', 'to_messages', 'deferred_income', 'from_poi_to_this_person']], ['0.800181818182', '0.372093023256', '0.144', ['poi', 'to_messages', 'deferred_income', 'from_this_person_to_poi']], ['0.833615384615', '0.422158548233', '0.221', ['poi', 'to_messages', 'deferred_income', 'restricted_stock']], ['0.855769230769', '0.559694364852', '0.293', ['poi', 'to_messages', 'deferred_income', 'salary']], ['0.841428571429', '0.352941176471', '0.132', ['poi', 'to_messages', 'deferred_income', 'total_payments']], ['0.862214285714', '0.528698464026', '0.327', ['poi', 'to_messages', 'deferred_income', 'exercised_stock_options']], ['0.312416666667', '0.189344995527', '0.9525', ['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred']], ['0.786909090909', '0.286600496278', '0.1155', ['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi']], ['0.74', '0.276970954357', '0.267', ['poi', 'to_messages', 'long_term_incentive', 'from_messages']], ['0.803083333333', '0.111349036403', '0.026', ['poi', 'to_messages', 'long_term_incentive', 'other']], ['0.292583333333', '0.182565306721', '0.933', ['poi', 'to_messages', 'long_term_incentive', 'director_fees']], ['0.212', '0.181261950287', '0.948', ['poi', 'to_messages', 'long_term_incentive', 'resto_dirfees']], ['0.816727272727', '0.490314769976', '0.2025', ['poi', 'to_messages', 'long_term_incentive', 'bonus']], ['0.843642857143', '0.417611159547', '0.2395', ['poi', 'to_messages', 'long_term_incentive', 'total_stock_value']], ['0.796363636364', '0.307073954984', '0.0955', ['poi', 'to_messages', 'long_term_incentive', 'from_poi_to_this_person']], ['0.786090909091', '0.183123877917', '0.051', ['poi', 'to_messages', 'long_term_incentive', 'from_this_person_to_poi']], ['0.818153846154', '0.29822616408', '0.1345', ['poi', 'to_messages', 'long_term_incentive', 'restricted_stock']], ['0.81825', '0.37653478854', '0.138', ['poi', 'to_messages', 'long_term_incentive', 'salary']], ['0.830785714286', '0.202898550725', '0.063', ['poi', 'to_messages', 'long_term_incentive', 'total_payments']], ['0.832923076923', '0.420222634508', '0.2265', ['poi', 'to_messages', 'long_term_incentive', 'exercised_stock_options']], ['0.2788', '0.113873694679', '0.916', ['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi']], ['0.3106', '0.112542729424', '0.856', ['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages']], ['0.274230769231', '0.162689411124', '0.8965', ['poi', 'to_messages', 'restricted_stock_deferred', 'other']], ['0.372181818182', '0.126486213003', '1.0', ['poi', 'to_messages', 'restricted_stock_deferred', 'director_fees']], ['0.2861', '0.122865216857', '1.0', ['poi', 'to_messages', 'restricted_stock_deferred', 'resto_dirfees']], ['0.314666666667', '0.195379796398', '0.998', ['poi', 'to_messages', 'restricted_stock_deferred', 'bonus']], ['0.263357142857', '0.157195876289', '0.953', ['poi', 'to_messages', 'restricted_stock_deferred', 'total_stock_value']], ['0.2787', '0.114434653097', '0.922', ['poi', 'to_messages', 'restricted_stock_deferred', 'from_poi_to_this_person']], ['0.2732', '0.105885311871', '0.842', ['poi', 'to_messages', 'restricted_stock_deferred', 'from_this_person_to_poi']], ['0.29525', '0.183511420449', '0.936', ['poi', 'to_messages', 'restricted_stock_deferred', 'restricted_stock']], ['0.298083333333', '0.186591197424', '0.956', ['poi', 'to_messages', 'restricted_stock_deferred', 'salary']], ['0.246785714286', '0.14733801073', '0.8925', ['poi', 'to_messages', 'restricted_stock_deferred', 'total_payments']], ['0.28', '0.168468468468', '0.935', ['poi', 'to_messages', 'restricted_stock_deferred', 'exercised_stock_options']], ['0.767111111111', '0.0829528158295', '0.109', ['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages']], ['0.789583333333', '0.00189753320683', '0.0005', ['poi', 'to_messages', 'shared_receipt_with_poi', 'other']], ['0.2669', '0.113444865063', '0.929', ['poi', 'to_messages', 'shared_receipt_with_poi', 'director_fees']], ['0.152444444444', '0.108274231678', '0.916', ['poi', 'to_messages', 'shared_receipt_with_poi', 'resto_dirfees']], ['0.804727272727', '0.420430107527', '0.1955', ['poi', 'to_messages', 'shared_receipt_with_poi', 'bonus']], ['0.8415', '0.405684754522', '0.2355', ['poi', 'to_messages', 'shared_receipt_with_poi', 'total_stock_value']], ['0.841222222222', '0.0179775280899', '0.008', ['poi', 'to_messages', 'shared_receipt_with_poi', 'from_poi_to_this_person']], ['0.837555555556', '0.0', '0.0', ['poi', 'to_messages', 'shared_receipt_with_poi', 'from_this_person_to_poi']], ['0.792083333333', '0.176470588235', '0.0675', ['poi', 'to_messages', 'shared_receipt_with_poi', 'restricted_stock']], ['0.81025', '0.306834030683', '0.11', ['poi', 'to_messages', 'shared_receipt_with_poi', 'salary']], ['0.826142857143', '0.148867313916', '0.046', ['poi', 'to_messages', 'shared_receipt_with_poi', 'total_payments']], ['0.829333333333', '0.477272727273', '0.252', ['poi', 'to_messages', 'shared_receipt_with_poi', 'exercised_stock_options']], ['0.737916666667', '0.0830298616169', '0.057', ['poi', 'to_messages', 'from_messages', 'other']], ['0.2937', '0.112290574242', '0.878', ['poi', 'to_messages', 'from_messages', 'director_fees']], ['0.189111111111', '0.10696455317', '0.857', ['poi', 'to_messages', 'from_messages', 'resto_dirfees']], ['0.763181818182', '0.261998426436', '0.1665', ['poi', 'to_messages', 'from_messages', 'bonus']], ['0.860357142857', '0.521206409048', '0.2765', ['poi', 'to_messages', 'from_messages', 'total_stock_value']], ['0.797', '0.0802030456853', '0.079', ['poi', 'to_messages', 'from_messages', 'from_poi_to_this_person']], ['0.827444444444', '0.0', '0.0', ['poi', 'to_messages', 'from_messages', 'from_this_person_to_poi']], ['0.79575', '0.234393404005', '0.0995', ['poi', 'to_messages', 'from_messages', 'restricted_stock']], ['0.766333333333', '0.214488636364', '0.151', ['poi', 'to_messages', 'from_messages', 'salary']], ['0.83', '0.171280276817', '0.0495', ['poi', 'to_messages', 'from_messages', 'total_payments']], ['0.840416666667', '0.538253825383', '0.299', ['poi', 'to_messages', 'from_messages', 'exercised_stock_options']], ['0.270076923077', '0.160670593566', '0.8865', ['poi', 'to_messages', 'other', 'director_fees']], ['0.186666666667', '0.157183247924', '0.8895', ['poi', 'to_messages', 'other', 'resto_dirfees']], ['0.797916666667', '0.207702888583', '0.0755', ['poi', 'to_messages', 'other', 'bonus']], ['0.843071428571', '0.391877058178', '0.1785', ['poi', 'to_messages', 'other', 'total_stock_value']], ['0.79325', '0.00412371134021', '0.001', ['poi', 'to_messages', 'other', 'from_poi_to_this_person']], ['0.785166666667', '0.00343642611684', '0.001', ['poi', 'to_messages', 'other', 'from_this_person_to_poi']], ['0.814384615385', '0.175824175824', '0.056', ['poi', 'to_messages', 'other', 'restricted_stock']], ['0.811083333333', '0.198645598194', '0.044', ['poi', 'to_messages', 'other', 'salary']], ['0.822642857143', '0.031067961165', '0.008', ['poi', 'to_messages', 'other', 'total_payments']], ['0.84', '0.374739039666', '0.1795', ['poi', 'to_messages', 'other', 'exercised_stock_options']], ['0.2732', '0.120948234156', '1.0', ['poi', 'to_messages', 'director_fees', 'resto_dirfees']], ['0.297916666667', '0.191432139084', '0.9965', ['poi', 'to_messages', 'director_fees', 'bonus']], ['0.246', '0.144764957265', '0.9485', ['poi', 'to_messages', 'director_fees', 'total_stock_value']], ['0.2669', '0.11391633126', '0.934', ['poi', 'to_messages', 'director_fees', 'from_poi_to_this_person']], ['0.2641', '0.107614463779', '0.872', ['poi', 'to_messages', 'director_fees', 'from_this_person_to_poi']], ['0.255857142857', '0.153978954291', '0.9365', ['poi', 'to_messages', 'director_fees', 'restricted_stock']], ['0.270076923077', '0.166533083979', '0.935', ['poi', 'to_messages', 'director_fees', 'salary']], ['0.253571428571', '0.148677864627', '0.894', ['poi', 'to_messages', 'director_fees', 'total_payments']], ['0.273769230769', '0.167248010017', '0.935', ['poi', 'to_messages', 'director_fees', 'exercised_stock_options']], ['0.220545454545', '0.188790001894', '0.997', ['poi', 'to_messages', 'resto_dirfees', 'bonus']], ['0.168071428571', '0.141562012336', '0.9525', ['poi', 'to_messages', 'resto_dirfees', 'total_stock_value']], ['0.151888888889', '0.108764893241', '0.922', ['poi', 'to_messages', 'resto_dirfees', 'from_poi_to_this_person']], ['0.146111111111', '0.1012763927', '0.849', ['poi', 'to_messages', 'resto_dirfees', 'from_this_person_to_poi']], ['0.192333333333', '0.163693599161', '0.936', ['poi', 'to_messages', 'resto_dirfees', 'restricted_stock']], ['0.19775', '0.167784650231', '0.963', ['poi', 'to_messages', 'resto_dirfees', 'salary']], ['0.2205', '0.133662145499', '0.813', ['poi', 'to_messages', 'resto_dirfees', 'total_payments']], ['0.180153846154', '0.151953690304', '0.945', ['poi', 'to_messages', 'resto_dirfees', 'exercised_stock_options']], ['0.844', '0.419014084507', '0.238', ['poi', 'to_messages', 'bonus', 'total_stock_value']], ['0.811090909091', '0.44347826087', '0.153', ['poi', 'to_messages', 'bonus', 'from_poi_to_this_person']], ['0.801818181818', '0.374301675978', '0.134', ['poi', 'to_messages', 'bonus', 'from_this_person_to_poi']], ['0.807166666667', '0.309466019417', '0.1275', ['poi', 'to_messages', 'bonus', 'restricted_stock']], ['0.812666666667', '0.340616966581', '0.1325', ['poi', 'to_messages', 'bonus', 'salary']], ['0.829571428571', '0.217008797654', '0.074', ['poi', 'to_messages', 'bonus', 'total_payments']], ['0.834923076923', '0.432780847145', '0.235', ['poi', 'to_messages', 'bonus', 'exercised_stock_options']], ['0.866857142857', '0.572033898305', '0.27', ['poi', 'to_messages', 'total_stock_value', 'from_poi_to_this_person']], ['0.864928571429', '0.5599559956', '0.2545', ['poi', 'to_messages', 'total_stock_value', 'from_this_person_to_poi']], ['0.859642857143', '0.517173699706', '0.2635', ['poi', 'to_messages', 'total_stock_value', 'restricted_stock']], ['0.853', '0.469917012448', '0.2265', ['poi', 'to_messages', 'total_stock_value', 'salary']], ['0.849866666667', '0.369294605809', '0.178', ['poi', 'to_messages', 'total_stock_value', 'total_payments']], ['0.845571428571', '0.436220472441', '0.277', ['poi', 'to_messages', 'total_stock_value', 'exercised_stock_options']], ['0.841666666667', '0.0', '0.0', ['poi', 'to_messages', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.810666666667', '0.246268656716', '0.066', ['poi', 'to_messages', 'from_poi_to_this_person', 'restricted_stock']], ['0.819083333333', '0.3632', '0.1135', ['poi', 'to_messages', 'from_poi_to_this_person', 'salary']], ['0.832428571429', '0.10502283105', '0.023', ['poi', 'to_messages', 'from_poi_to_this_person', 'total_payments']], ['0.84075', '0.547390841321', '0.257', ['poi', 'to_messages', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.805', '0.218543046358', '0.066', ['poi', 'to_messages', 'from_this_person_to_poi', 'restricted_stock']], ['0.807166666667', '0.291777188329', '0.11', ['poi', 'to_messages', 'from_this_person_to_poi', 'salary']], ['0.831214285714', '0.0957683741648', '0.0215', ['poi', 'to_messages', 'from_this_person_to_poi', 'total_payments']], ['0.843333333333', '0.566518847007', '0.2555', ['poi', 'to_messages', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.825307692308', '0.316644113667', '0.117', ['poi', 'to_messages', 'restricted_stock', 'salary']], ['0.831214285714', '0.215962441315', '0.069', ['poi', 'to_messages', 'restricted_stock', 'total_payments']], ['0.854214285714', '0.481278538813', '0.2635', ['poi', 'to_messages', 'restricted_stock', 'exercised_stock_options']], ['0.836142857143', '0.214007782101', '0.055', ['poi', 'to_messages', 'salary', 'total_payments']], ['0.847153846154', '0.507411630559', '0.2225', ['poi', 'to_messages', 'salary', 'exercised_stock_options']], ['0.855466666667', '0.404545454545', '0.178', ['poi', 'to_messages', 'total_payments', 'exercised_stock_options']], ['0.806166666667', '0.360445205479', '0.2105', ['poi', 'salary_bonus', 'deferral_payments', 'expenses']], ['0.844583333333', '0.571580063627', '0.2695', ['poi', 'salary_bonus', 'deferral_payments', 'deferred_income']], ['0.796', '0.389692585895', '0.2155', ['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive']], ['0.366363636364', '0.215544871795', '0.9415', ['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred']], ['0.791333333333', '0.308219178082', '0.2025', ['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi']], ['0.721333333333', '0.191176470588', '0.208', ['poi', 'salary_bonus', 'deferral_payments', 'from_messages']], ['0.789818181818', '0.242574257426', '0.0735', ['poi', 'salary_bonus', 'deferral_payments', 'other']], ['0.337166666667', '0.193345694273', '0.9385', ['poi', 'salary_bonus', 'deferral_payments', 'director_fees']], ['0.251545454545', '0.188754618995', '0.945', ['poi', 'salary_bonus', 'deferral_payments', 'resto_dirfees']], ['0.7835', '0.414330218069', '0.1995', ['poi', 'salary_bonus', 'deferral_payments', 'bonus']], ['0.846384615385', '0.501457725948', '0.258', ['poi', 'salary_bonus', 'deferral_payments', 'total_stock_value']], ['0.789545454545', '0.363872082973', '0.2105', ['poi', 'salary_bonus', 'deferral_payments', 'from_poi_to_this_person']], ['0.788', '0.302850356295', '0.1275', ['poi', 'salary_bonus', 'deferral_payments', 'from_this_person_to_poi']], ['0.820384615385', '0.309875141884', '0.1365', ['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock']], ['0.798272727273', '0.3626097867', '0.1445', ['poi', 'salary_bonus', 'deferral_payments', 'salary']], ['0.824', '0.258389261745', '0.077', ['poi', 'salary_bonus', 'deferral_payments', 'total_payments']], ['0.844846153846', '0.492293744334', '0.2715', ['poi', 'salary_bonus', 'deferral_payments', 'exercised_stock_options']], ['0.856666666667', '0.642857142857', '0.315', ['poi', 'salary_bonus', 'expenses', 'deferred_income']], ['0.808272727273', '0.447444551591', '0.232', ['poi', 'salary_bonus', 'expenses', 'long_term_incentive']], ['0.312916666667', '0.195217179112', '1.0', ['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred']], ['0.822615384615', '0.373344370861', '0.2255', ['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi']], ['0.810615384615', '0.31811023622', '0.202', ['poi', 'salary_bonus', 'expenses', 'from_messages']], ['0.806181818182', '0.388513513514', '0.115', ['poi', 'salary_bonus', 'expenses', 'other']], ['0.305333333333', '0.193498452012', '1.0', ['poi', 'salary_bonus', 'expenses', 'director_fees']], ['0.218636363636', '0.188768286928', '1.0', ['poi', 'salary_bonus', 'expenses', 'resto_dirfees']], ['0.815727272727', '0.486039296794', '0.235', ['poi', 'salary_bonus', 'expenses', 'bonus']], ['0.857571428571', '0.502479338843', '0.304', ['poi', 'salary_bonus', 'expenses', 'total_stock_value']], ['0.827083333333', '0.462612163509', '0.232', ['poi', 'salary_bonus', 'expenses', 'from_poi_to_this_person']], ['0.819', '0.403370786517', '0.1795', ['poi', 'salary_bonus', 'expenses', 'from_this_person_to_poi']], ['0.822076923077', '0.340468909276', '0.167', ['poi', 'salary_bonus', 'expenses', 'restricted_stock']], ['0.803909090909', '0.407319952774', '0.1725', ['poi', 'salary_bonus', 'expenses', 'salary']], ['0.830461538462', '0.359504132231', '0.1305', ['poi', 'salary_bonus', 'expenses', 'total_payments']], ['0.854714285714', '0.48569023569', '0.2885', ['poi', 'salary_bonus', 'expenses', 'exercised_stock_options']], ['0.840363636364', '0.596979332273', '0.3755', ['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive']], ['0.344909090909', '0.217249619813', '1.0', ['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred']], ['0.840666666667', '0.534214618974', '0.3435', ['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi']], ['0.856666666667', '0.611111111111', '0.385', ['poi', 'salary_bonus', 'deferred_income', 'from_messages']], ['0.822818181818', '0.529964747356', '0.2255', ['poi', 'salary_bonus', 'deferred_income', 'other']], ['0.35', '0.235294117647', '1.0', ['poi', 'salary_bonus', 'deferred_income', 'director_fees']], ['0.2387', '0.208051596796', '1.0', ['poi', 'salary_bonus', 'deferred_income', 'resto_dirfees']], ['0.8151', '0.564918314703', '0.3285', ['poi', 'salary_bonus', 'deferred_income', 'bonus']], ['0.858214285714', '0.505376344086', '0.3525', ['poi', 'salary_bonus', 'deferred_income', 'total_stock_value']], ['0.856083333333', '0.623978201635', '0.3435', ['poi', 'salary_bonus', 'deferred_income', 'from_poi_to_this_person']], ['0.828454545455', '0.549087749783', '0.316', ['poi', 'salary_bonus', 'deferred_income', 'from_this_person_to_poi']], ['0.847384615385', '0.506079027356', '0.333', ['poi', 'salary_bonus', 'deferred_income', 'restricted_stock']], ['0.831636363636', '0.572978303748', '0.2905', ['poi', 'salary_bonus', 'deferred_income', 'salary']], ['0.844384615385', '0.486194477791', '0.2025', ['poi', 'salary_bonus', 'deferred_income', 'total_payments']], ['0.86', '0.515243902439', '0.338', ['poi', 'salary_bonus', 'deferred_income', 'exercised_stock_options']], ['0.3632', '0.239005736138', '1.0', ['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred']], ['0.795272727273', '0.386075949367', '0.2135', ['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi']], ['0.798818181818', '0.402023919043', '0.2185', ['poi', 'salary_bonus', 'long_term_incentive', 'from_messages']], ['0.7723', '0.313090418354', '0.116', ['poi', 'salary_bonus', 'long_term_incentive', 'other']], ['0.325181818182', '0.212246630585', '1.0', ['poi', 'salary_bonus', 'long_term_incentive', 'director_fees']], ['0.2448', '0.209319371728', '0.9995', ['poi', 'salary_bonus', 'long_term_incentive', 'resto_dirfees']], ['0.780111111111', '0.510009532888', '0.2675', ['poi', 'salary_bonus', 'long_term_incentive', 'bonus']], ['0.834', '0.444755244755', '0.318', ['poi', 'salary_bonus', 'long_term_incentive', 'total_stock_value']], ['0.810909090909', '0.460784313725', '0.235', ['poi', 'salary_bonus', 'long_term_incentive', 'from_poi_to_this_person']], ['0.796454545455', '0.384985563041', '0.2', ['poi', 'salary_bonus', 'long_term_incentive', 'from_this_person_to_poi']], ['0.810666666667', '0.378571428571', '0.212', ['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock']], ['0.7743', '0.374878286271', '0.1925', ['poi', 'salary_bonus', 'long_term_incentive', 'salary']], ['0.823615384615', '0.324550898204', '0.1355', ['poi', 'salary_bonus', 'long_term_incentive', 'total_payments']], ['0.839384615385', '0.466257668712', '0.304', ['poi', 'salary_bonus', 'long_term_incentive', 'exercised_stock_options']], ['0.312416666667', '0.195102916789', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi']], ['0.332833333333', '0.192693409742', '0.9415', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages']], ['0.340090909091', '0.208060397469', '0.937', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'other']], ['0.459272727273', '0.251635631605', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'director_fees']], ['0.403444444444', '0.271407246573', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'resto_dirfees']], ['0.403444444444', '0.271407246573', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'bonus']], ['0.286615384615', '0.177399325883', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'total_stock_value']], ['0.337181818182', '0.215262081584', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_poi_to_this_person']], ['0.334545454545', '0.206272084806', '0.934', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_this_person_to_poi']], ['0.316666666667', '0.195600942655', '0.996', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'restricted_stock']], ['0.347090909091', '0.217324896356', '0.996', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'salary']], ['0.277230769231', '0.170351221252', '0.9555', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'total_payments']], ['0.288', '0.177683013504', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'exercised_stock_options']], ['0.782545454545', '0.325622775801', '0.183', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages']], ['0.79175', '0.218079096045', '0.0965', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'other']], ['0.294083333333', '0.191003724573', '1.0', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'director_fees']], ['0.218', '0.188643652141', '1.0', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'resto_dirfees']], ['0.801454545455', '0.421901528014', '0.2485', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'bonus']], ['0.836642857143', '0.3977191732', '0.279', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'total_stock_value']], ['0.795272727273', '0.370103092784', '0.1795', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_poi_to_this_person']], ['0.782909090909', '0.29917184265', '0.1445', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_this_person_to_poi']], ['0.79075', '0.282922684792', '0.1665', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'restricted_stock']], ['0.802166666667', '0.31374501992', '0.1575', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'salary']], ['0.8255', '0.261057173679', '0.121', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'total_payments']], ['0.827230769231', '0.408753709199', '0.2755', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'exercised_stock_options']], ['0.802583333333', '0.288174512055', '0.1255', ['poi', 'salary_bonus', 'from_messages', 'other']], ['0.316083333333', '0.187619526925', '0.932', ['poi', 'salary_bonus', 'from_messages', 'director_fees']], ['0.245363636364', '0.186111387865', '0.934', ['poi', 'salary_bonus', 'from_messages', 'resto_dirfees']], ['0.790545454545', '0.35873605948', '0.193', ['poi', 'salary_bonus', 'from_messages', 'bonus']], ['0.857214285714', '0.500399680256', '0.313', ['poi', 'salary_bonus', 'from_messages', 'total_stock_value']], ['0.795454545455', '0.386363636364', '0.2125', ['poi', 'salary_bonus', 'from_messages', 'from_poi_to_this_person']], ['0.763909090909', '0.303230059328', '0.23', ['poi', 'salary_bonus', 'from_messages', 'from_this_person_to_poi']], ['0.810166666667', '0.359026369168', '0.177', ['poi', 'salary_bonus', 'from_messages', 'restricted_stock']], ['0.817', '0.391352549889', '0.1765', ['poi', 'salary_bonus', 'from_messages', 'salary']], ['0.839142857143', '0.318443804035', '0.1105', ['poi', 'salary_bonus', 'from_messages', 'total_payments']], ['0.848076923077', '0.509928514694', '0.321', ['poi', 'salary_bonus', 'from_messages', 'exercised_stock_options']], ['0.317454545455', '0.200977198697', '0.9255', ['poi', 'salary_bonus', 'other', 'director_fees']], ['0.2332', '0.199915290131', '0.944', ['poi', 'salary_bonus', 'other', 'resto_dirfees']], ['0.7766', '0.344', '0.129', ['poi', 'salary_bonus', 'other', 'bonus']], ['0.845', '0.422161172161', '0.2305', ['poi', 'salary_bonus', 'other', 'total_stock_value']], ['0.801272727273', '0.36036036036', '0.12', ['poi', 'salary_bonus', 'other', 'from_poi_to_this_person']], ['0.788818181818', '0.302808302808', '0.124', ['poi', 'salary_bonus', 'other', 'from_this_person_to_poi']], ['0.797916666667', '0.25988700565', '0.115', ['poi', 'salary_bonus', 'other', 'restricted_stock']], ['0.7866', '0.383680555556', '0.1105', ['poi', 'salary_bonus', 'other', 'salary']], ['0.825384615385', '0.320954907162', '0.121', ['poi', 'salary_bonus', 'other', 'total_payments']], ['0.843923076923', '0.483942414175', '0.2185', ['poi', 'salary_bonus', 'other', 'exercised_stock_options']], ['0.3558', '0.236910684672', '1.0', ['poi', 'salary_bonus', 'director_fees', 'resto_dirfees']], ['0.3558', '0.236910684672', '1.0', ['poi', 'salary_bonus', 'director_fees', 'bonus']], ['0.260428571429', '0.161890885543', '1.0', ['poi', 'salary_bonus', 'director_fees', 'total_stock_value']], ['0.300833333333', '0.192492781521', '1.0', ['poi', 'salary_bonus', 'director_fees', 'from_poi_to_this_person']], ['0.310909090909', '0.20090051458', '0.937', ['poi', 'salary_bonus', 'director_fees', 'from_this_person_to_poi']], ['0.280076923077', '0.175385972651', '0.994', ['poi', 'salary_bonus', 'director_fees', 'restricted_stock']], ['0.324090909091', '0.211119379186', '0.993', ['poi', 'salary_bonus', 'director_fees', 'salary']], ['0.617307692308', '0.226008473015', '0.6135', ['poi', 'salary_bonus', 'director_fees', 'total_payments']], ['0.260857142857', '0.161969549725', '1.0', ['poi', 'salary_bonus', 'director_fees', 'exercised_stock_options']], ['0.270444444444', '0.233481204763', '1.0', ['poi', 'salary_bonus', 'resto_dirfees', 'bonus']], ['0.229692307692', '0.161513769218', '0.956', ['poi', 'salary_bonus', 'resto_dirfees', 'total_stock_value']], ['0.219727272727', '0.188982330152', '1.0', ['poi', 'salary_bonus', 'resto_dirfees', 'from_poi_to_this_person']], ['0.2292', '0.197797543414', '0.934', ['poi', 'salary_bonus', 'resto_dirfees', 'from_this_person_to_poi']], ['0.201916666667', '0.17219001471', '0.995', ['poi', 'salary_bonus', 'resto_dirfees', 'restricted_stock']], ['0.2352', '0.205772035841', '0.9875', ['poi', 'salary_bonus', 'resto_dirfees', 'salary']], ['0.224384615385', '0.150661249892', '0.8715', ['poi', 'salary_bonus', 'resto_dirfees', 'total_payments']], ['0.225461538462', '0.162582587606', '0.972', ['poi', 'salary_bonus', 'resto_dirfees', 'exercised_stock_options']], ['0.840076923077', '0.472739820566', '0.3425', ['poi', 'salary_bonus', 'bonus', 'total_stock_value']], ['0.8023', '0.512195121951', '0.2415', ['poi', 'salary_bonus', 'bonus', 'from_poi_to_this_person']], ['0.7741', '0.373904576436', '0.192', ['poi', 'salary_bonus', 'bonus', 'from_this_person_to_poi']], ['0.809416666667', '0.37849280271', '0.2235', ['poi', 'salary_bonus', 'bonus', 'restricted_stock']], ['0.7801', '0.399393326593', '0.1975', ['poi', 'salary_bonus', 'bonus', 'salary']], ['0.820153846154', '0.323958333333', '0.1555', ['poi', 'salary_bonus', 'bonus', 'total_payments']], ['0.839076923077', '0.463258785942', '0.29', ['poi', 'salary_bonus', 'bonus', 'exercised_stock_options']], ['0.848153846154', '0.510942760943', '0.3035', ['poi', 'salary_bonus', 'total_stock_value', 'from_poi_to_this_person']], ['0.847461538462', '0.507664562669', '0.2815', ['poi', 'salary_bonus', 'total_stock_value', 'from_this_person_to_poi']], ['0.845230769231', '0.494889267462', '0.2905', ['poi', 'salary_bonus', 'total_stock_value', 'restricted_stock']], ['0.841538461538', '0.476265822785', '0.301', ['poi', 'salary_bonus', 'total_stock_value', 'salary']], ['0.853533333333', '0.411500449236', '0.229', ['poi', 'salary_bonus', 'total_stock_value', 'total_payments']], ['0.848846153846', '0.512858192506', '0.349', ['poi', 'salary_bonus', 'total_stock_value', 'exercised_stock_options']], ['0.783', '0.4', '0.17', ['poi', 'salary_bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.809666666667', '0.361598440546', '0.1855', ['poi', 'salary_bonus', 'from_poi_to_this_person', 'restricted_stock']], ['0.801272727273', '0.394557823129', '0.174', ['poi', 'salary_bonus', 'from_poi_to_this_person', 'salary']], ['0.831538461538', '0.358630952381', '0.1205', ['poi', 'salary_bonus', 'from_poi_to_this_person', 'total_payments']], ['0.843', '0.482403433476', '0.281', ['poi', 'salary_bonus', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.804833333333', '0.334622823985', '0.173', ['poi', 'salary_bonus', 'from_this_person_to_poi', 'restricted_stock']], ['0.789', '0.340615690169', '0.1715', ['poi', 'salary_bonus', 'from_this_person_to_poi', 'salary']], ['0.832615384615', '0.372832369942', '0.129', ['poi', 'salary_bonus', 'from_this_person_to_poi', 'total_payments']], ['0.846', '0.499095840868', '0.276', ['poi', 'salary_bonus', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.81025', '0.364082433759', '0.1855', ['poi', 'salary_bonus', 'restricted_stock', 'salary']], ['0.829214285714', '0.286804798255', '0.1315', ['poi', 'salary_bonus', 'restricted_stock', 'total_payments']], ['0.842230769231', '0.479149632052', '0.293', ['poi', 'salary_bonus', 'restricted_stock', 'exercised_stock_options']], ['0.829923076923', '0.355281207133', '0.1295', ['poi', 'salary_bonus', 'salary', 'total_payments']], ['0.843230769231', '0.485015772871', '0.3075', ['poi', 'salary_bonus', 'salary', 'exercised_stock_options']], ['0.854285714286', '0.479466119097', '0.2335', ['poi', 'salary_bonus', 'total_payments', 'exercised_stock_options']], ['0.812583333333', '0.377581120944', '0.192', ['poi', 'deferral_payments', 'expenses', 'deferred_income']], ['0.803583333333', '0.355231143552', '0.219', ['poi', 'deferral_payments', 'expenses', 'long_term_incentive']], ['0.332416666667', '0.192090974285', '0.9375', ['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred']], ['0.759461538462', '0.091962346126', '0.0635', ['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi']], ['0.680615384615', '0.108727272727', '0.1495', ['poi', 'deferral_payments', 'expenses', 'from_messages']], ['0.78775', '0.0719874804382', '0.023', ['poi', 'deferral_payments', 'expenses', 'other']], ['0.332416666667', '0.192406099683', '0.94', ['poi', 'deferral_payments', 'expenses', 'director_fees']], ['0.23575', '0.172467342651', '0.944', ['poi', 'deferral_payments', 'expenses', 'resto_dirfees']], ['0.800416666667', '0.341365461847', '0.2125', ['poi', 'deferral_payments', 'expenses', 'bonus']], ['0.873785714286', '0.63045912654', '0.2815', ['poi', 'deferral_payments', 'expenses', 'total_stock_value']], ['0.783538461538', '0.111641221374', '0.0585', ['poi', 'deferral_payments', 'expenses', 'from_poi_to_this_person']], ['0.776615384615', '0.0515873015873', '0.026', ['poi', 'deferral_payments', 'expenses', 'from_this_person_to_poi']], ['0.837714285714', '0.334951456311', '0.138', ['poi', 'deferral_payments', 'expenses', 'restricted_stock']], ['0.799666666667', '0.299204771372', '0.1505', ['poi', 'deferral_payments', 'expenses', 'salary']], ['0.821923076923', '0.0971867007673', '0.019', ['poi', 'deferral_payments', 'expenses', 'total_payments']], ['0.865785714286', '0.564430244941', '0.265', ['poi', 'deferral_payments', 'expenses', 'exercised_stock_options']], ['0.800363636364', '0.400203665988', '0.1965', ['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive']], ['0.36925', '0.155248807089', '0.911', ['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred']], ['0.7915', '0.288364249578', '0.171', ['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi']], ['0.729083333333', '0.226018396846', '0.258', ['poi', 'deferral_payments', 'deferred_income', 'from_messages']], ['0.81425', '0.341192787795', '0.123', ['poi', 'deferral_payments', 'deferred_income', 'other']], ['0.387375', '0.159539186595', '0.914', ['poi', 'deferral_payments', 'deferred_income', 'director_fees']], ['0.19725', '0.125862544852', '0.912', ['poi', 'deferral_payments', 'deferred_income', 'resto_dirfees']], ['0.842583333333', '0.559741657696', '0.26', ['poi', 'deferral_payments', 'deferred_income', 'bonus']], ['0.8635', '0.537616229924', '0.318', ['poi', 'deferral_payments', 'deferred_income', 'total_stock_value']], ['0.803833333333', '0.307189542484', '0.141', ['poi', 'deferral_payments', 'deferred_income', 'from_poi_to_this_person']], ['0.809416666667', '0.340378197998', '0.153', ['poi', 'deferral_payments', 'deferred_income', 'from_this_person_to_poi']], ['0.846642857143', '0.431627906977', '0.232', ['poi', 'deferral_payments', 'deferred_income', 'restricted_stock']], ['0.841083333333', '0.545189504373', '0.2805', ['poi', 'deferral_payments', 'deferred_income', 'salary']], ['0.828307692308', '0.325825825826', '0.1085', ['poi', 'deferral_payments', 'deferred_income', 'total_payments']], ['0.858230769231', '0.568799298861', '0.3245', ['poi', 'deferral_payments', 'deferred_income', 'exercised_stock_options']], ['0.4039', '0.243092489298', '0.937', ['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred']], ['0.761583333333', '0.209318028359', '0.155', ['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi']], ['0.727666666667', '0.262190547637', '0.3495', ['poi', 'deferral_payments', 'long_term_incentive', 'from_messages']], ['0.781818181818', '0.200598802395', '0.067', ['poi', 'deferral_payments', 'long_term_incentive', 'other']], ['0.3898', '0.23991884352', '0.946', ['poi', 'deferral_payments', 'long_term_incentive', 'director_fees']], ['0.303888888889', '0.233603997502', '0.935', ['poi', 'deferral_payments', 'long_term_incentive', 'resto_dirfees']], ['0.792', '0.375432525952', '0.217', ['poi', 'deferral_payments', 'long_term_incentive', 'bonus']], ['0.849461538462', '0.520074696545', '0.2785', ['poi', 'deferral_payments', 'long_term_incentive', 'total_stock_value']], ['0.750636363636', '0.23782639379', '0.1685', ['poi', 'deferral_payments', 'long_term_incentive', 'from_poi_to_this_person']], ['0.768727272727', '0.17619047619', '0.074', ['poi', 'deferral_payments', 'long_term_incentive', 'from_this_person_to_poi']], ['0.812153846154', '0.262875536481', '0.1225', ['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock']], ['0.793545454545', '0.370086289549', '0.193', ['poi', 'deferral_payments', 'long_term_incentive', 'salary']], ['0.820307692308', '0.229032258065', '0.071', ['poi', 'deferral_payments', 'long_term_incentive', 'total_payments']], ['0.83225', '0.494031221304', '0.269', ['poi', 'deferral_payments', 'long_term_incentive', 'exercised_stock_options']], ['0.338363636364', '0.208010621819', '0.94', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi']], ['0.359363636364', '0.20377978636', '0.868', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages']], ['0.334181818182', '0.197911938266', '0.872', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'other']], ['0.6035', '0.268856855515', '0.802', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'director_fees']], ['0.5132', '0.265839320705', '0.814', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'resto_dirfees']], ['0.366363636364', '0.215544871795', '0.9415', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'bonus']], ['0.297', '0.172192120489', '0.9375', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'total_stock_value']], ['0.349181818182', '0.209155485399', '0.9275', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_poi_to_this_person']], ['0.3672', '0.222136620442', '0.865', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_this_person_to_poi']], ['0.317307692308', '0.177078440582', '0.9425', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'restricted_stock']], ['0.338166666667', '0.194530125437', '0.946', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'salary']], ['0.291384615385', '0.165305364767', '0.8905', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'total_payments']], ['0.265', '0.102725131771', '0.916', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'exercised_stock_options']], ['0.663909090909', '0.173779315648', '0.226', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages']], ['0.766666666667', '0.0535714285714', '0.024', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'other']], ['0.331916666667', '0.190769863295', '0.928', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees']], ['0.232545454545', '0.18347091195', '0.9335', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'resto_dirfees']], ['0.788916666667', '0.30156366344', '0.2025', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'bonus']], ['0.840928571429', '0.411673151751', '0.2645', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'total_stock_value']], ['0.726545454545', '0.08', '0.048', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_poi_to_this_person']], ['0.737909090909', '0.0815165876777', '0.043', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_this_person_to_poi']], ['0.784461538462', '0.164154103853', '0.098', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'restricted_stock']], ['0.7675', '0.201210287443', '0.133', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'salary']], ['0.823571428571', '0.159420289855', '0.055', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'total_payments']], ['0.839230769231', '0.463054187192', '0.282', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'exercised_stock_options']], ['0.66425', '0.0956556396971', '0.12', ['poi', 'deferral_payments', 'from_messages', 'other']], ['0.353416666667', '0.185884149667', '0.852', ['poi', 'deferral_payments', 'from_messages', 'director_fees']], ['0.258181818182', '0.181027340514', '0.874', ['poi', 'deferral_payments', 'from_messages', 'resto_dirfees']], ['0.718416666667', '0.18786781349', '0.2075', ['poi', 'deferral_payments', 'from_messages', 'bonus']], ['0.850642857143', '0.460400348129', '0.2645', ['poi', 'deferral_payments', 'from_messages', 'total_stock_value']], ['0.671818181818', '0.145374449339', '0.165', ['poi', 'deferral_payments', 'from_messages', 'from_poi_to_this_person']], ['0.678636363636', '0.113350125945', '0.1125', ['poi', 'deferral_payments', 'from_messages', 'from_this_person_to_poi']], ['0.725153846154', '0.145241317095', '0.161', ['poi', 'deferral_payments', 'from_messages', 'restricted_stock']], ['0.712166666667', '0.206143896524', '0.255', ['poi', 'deferral_payments', 'from_messages', 'salary']], ['0.826428571429', '0.168209876543', '0.0545', ['poi', 'deferral_payments', 'from_messages', 'total_payments']], ['0.846846153846', '0.503345724907', '0.3385', ['poi', 'deferral_payments', 'from_messages', 'exercised_stock_options']], ['0.320666666667', '0.181177446103', '0.874', ['poi', 'deferral_payments', 'other', 'director_fees']], ['0.244', '0.180429062943', '0.8915', ['poi', 'deferral_payments', 'other', 'resto_dirfees']], ['0.788727272727', '0.236156351792', '0.0725', ['poi', 'deferral_payments', 'other', 'bonus']], ['0.836615384615', '0.428735632184', '0.1865', ['poi', 'deferral_payments', 'other', 'total_stock_value']], ['0.782583333333', '0.0393343419062', '0.013', ['poi', 'deferral_payments', 'other', 'from_poi_to_this_person']], ['0.779583333333', '0.0164917541229', '0.0055', ['poi', 'deferral_payments', 'other', 'from_this_person_to_poi']], ['0.808384615385', '0.165986394558', '0.061', ['poi', 'deferral_payments', 'other', 'restricted_stock']], ['0.788363636364', '0.229372937294', '0.0695', ['poi', 'deferral_payments', 'other', 'salary']], ['0.806615384615', '0.0240740740741', '0.0065', ['poi', 'deferral_payments', 'other', 'total_payments']], ['0.820692307692', '0.339787028074', '0.1755', ['poi', 'deferral_payments', 'other', 'exercised_stock_options']], ['0.4645', '0.210264467138', '0.803', ['poi', 'deferral_payments', 'director_fees', 'resto_dirfees']], ['0.336583333333', '0.193206381884', '0.9385', ['poi', 'deferral_payments', 'director_fees', 'bonus']], ['0.2985', '0.161984614055', '0.937', ['poi', 'deferral_payments', 'director_fees', 'total_stock_value']], ['0.353636363636', '0.210579972814', '0.9295', ['poi', 'deferral_payments', 'director_fees', 'from_poi_to_this_person']], ['0.359727272727', '0.204707811219', '0.874', ['poi', 'deferral_payments', 'director_fees', 'from_this_person_to_poi']], ['0.293785714286', '0.160599018848', '0.933', ['poi', 'deferral_payments', 'director_fees', 'restricted_stock']], ['0.314923076923', '0.176200300075', '0.9395', ['poi', 'deferral_payments', 'director_fees', 'salary']], ['0.314769230769', '0.169978979553', '0.8895', ['poi', 'deferral_payments', 'director_fees', 'total_payments']], ['0.264333333333', '0.0946561723281', '0.914', ['poi', 'deferral_payments', 'director_fees', 'exercised_stock_options']], ['0.251727272727', '0.188792328439', '0.945', ['poi', 'deferral_payments', 'resto_dirfees', 'bonus']], ['0.219538461538', '0.158190668009', '0.9425', ['poi', 'deferral_payments', 'resto_dirfees', 'total_stock_value']], ['0.2575', '0.204037097654', '0.935', ['poi', 'deferral_payments', 'resto_dirfees', 'from_poi_to_this_person']], ['0.2568', '0.194006309148', '0.861', ['poi', 'deferral_payments', 'resto_dirfees', 'from_this_person_to_poi']], ['0.218307692308', '0.157749077491', '0.9405', ['poi', 'deferral_payments', 'resto_dirfees', 'restricted_stock']], ['0.247545454545', '0.186995113194', '0.9375', ['poi', 'deferral_payments', 'resto_dirfees', 'salary']], ['0.230538461538', '0.146354396818', '0.828', ['poi', 'deferral_payments', 'resto_dirfees', 'total_payments']], ['0.155636363636', '0.0918849714398', '0.933', ['poi', 'deferral_payments', 'resto_dirfees', 'exercised_stock_options']], ['0.848692307692', '0.516417910448', '0.2595', ['poi', 'deferral_payments', 'bonus', 'total_stock_value']], ['0.785454545455', '0.350993377483', '0.212', ['poi', 'deferral_payments', 'bonus', 'from_poi_to_this_person']], ['0.789727272727', '0.309842041312', '0.1275', ['poi', 'deferral_payments', 'bonus', 'from_this_person_to_poi']], ['0.818', '0.300653594771', '0.138', ['poi', 'deferral_payments', 'bonus', 'restricted_stock']], ['0.796090909091', '0.357894736842', '0.153', ['poi', 'deferral_payments', 'bonus', 'salary']], ['0.822923076923', '0.252459016393', '0.077', ['poi', 'deferral_payments', 'bonus', 'total_payments']], ['0.844384615385', '0.489722966935', '0.274', ['poi', 'deferral_payments', 'bonus', 'exercised_stock_options']], ['0.864615384615', '0.644927536232', '0.267', ['poi', 'deferral_payments', 'total_stock_value', 'from_poi_to_this_person']], ['0.865', '0.648845686513', '0.267', ['poi', 'deferral_payments', 'total_stock_value', 'from_this_person_to_poi']], ['0.867461538462', '0.658648339061', '0.2875', ['poi', 'deferral_payments', 'total_stock_value', 'restricted_stock']], ['0.851153846154', '0.532338308458', '0.2675', ['poi', 'deferral_payments', 'total_stock_value', 'salary']], ['0.853066666667', '0.391719745223', '0.1845', ['poi', 'deferral_payments', 'total_stock_value', 'total_payments']], ['0.846923076923', '0.504621072089', '0.273', ['poi', 'deferral_payments', 'total_stock_value', 'exercised_stock_options']], ['0.7305', '0.0877817319098', '0.037', ['poi', 'deferral_payments', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.810538461538', '0.230500582072', '0.099', ['poi', 'deferral_payments', 'from_poi_to_this_person', 'restricted_stock']], ['0.768833333333', '0.202307692308', '0.1315', ['poi', 'deferral_payments', 'from_poi_to_this_person', 'salary']], ['0.821230769231', '0.108695652174', '0.0225', ['poi', 'deferral_payments', 'from_poi_to_this_person', 'total_payments']], ['0.861', '0.588613406795', '0.3205', ['poi', 'deferral_payments', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.807846153846', '0.191831683168', '0.0775', ['poi', 'deferral_payments', 'from_this_person_to_poi', 'restricted_stock']], ['0.79775', '0.249706916764', '0.1065', ['poi', 'deferral_payments', 'from_this_person_to_poi', 'salary']], ['0.825538461538', '0.133879781421', '0.0245', ['poi', 'deferral_payments', 'from_this_person_to_poi', 'total_payments']], ['0.8555', '0.64029535865', '0.3035', ['poi', 'deferral_payments', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.824076923077', '0.321739130435', '0.1295', ['poi', 'deferral_payments', 'restricted_stock', 'salary']], ['0.827642857143', '0.196769456681', '0.067', ['poi', 'deferral_payments', 'restricted_stock', 'total_payments']], ['0.853615384615', '0.546058879392', '0.2875', ['poi', 'deferral_payments', 'restricted_stock', 'exercised_stock_options']], ['0.823', '0.223853211009', '0.061', ['poi', 'deferral_payments', 'salary', 'total_payments']], ['0.844615384615', '0.489898989899', '0.2425', ['poi', 'deferral_payments', 'salary', 'exercised_stock_options']], ['0.846714285714', '0.417233560091', '0.184', ['poi', 'deferral_payments', 'total_payments', 'exercised_stock_options']], ['0.83325', '0.499490316004', '0.245', ['poi', 'expenses', 'deferred_income', 'long_term_incentive']], ['0.322083333333', '0.19733596448', '1.0', ['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred']], ['0.822846153846', '0.334063526835', '0.1525', ['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi']], ['0.822', '0.364655172414', '0.2115', ['poi', 'expenses', 'deferred_income', 'from_messages']], ['0.837', '0.531884057971', '0.1835', ['poi', 'expenses', 'deferred_income', 'other']], ['0.332545454545', '0.214086919289', '1.0', ['poi', 'expenses', 'deferred_income', 'director_fees']], ['0.220909090909', '0.189214758751', '1.0', ['poi', 'expenses', 'deferred_income', 'resto_dirfees']], ['0.856', '0.637931034483', '0.3145', ['poi', 'expenses', 'deferred_income', 'bonus']], ['0.863928571429', '0.534849596478', '0.3645', ['poi', 'expenses', 'deferred_income', 'total_stock_value']], ['0.832', '0.490099009901', '0.198', ['poi', 'expenses', 'deferred_income', 'from_poi_to_this_person']], ['0.816166666667', '0.376794258373', '0.1575', ['poi', 'expenses', 'deferred_income', 'from_this_person_to_poi']], ['0.840153846154', '0.46375464684', '0.2495', ['poi', 'expenses', 'deferred_income', 'restricted_stock']], ['0.852666666667', '0.605646630237', '0.3325', ['poi', 'expenses', 'deferred_income', 'salary']], ['0.838615384615', '0.43156424581', '0.1545', ['poi', 'expenses', 'deferred_income', 'total_payments']], ['0.868714285714', '0.562211981567', '0.366', ['poi', 'expenses', 'deferred_income', 'exercised_stock_options']], ['0.315083333333', '0.195713866327', '1.0', ['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred']], ['0.808846153846', '0.269267364415', '0.1415', ['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi']], ['0.813230769231', '0.364728192162', '0.2885', ['poi', 'expenses', 'long_term_incentive', 'from_messages']], ['0.789636363636', '0.0911458333333', '0.0175', ['poi', 'expenses', 'long_term_incentive', 'other']], ['0.301833333333', '0.192715359414', '1.0', ['poi', 'expenses', 'long_term_incentive', 'director_fees']], ['0.20175', '0.172726487607', '1.0', ['poi', 'expenses', 'long_term_incentive', 'resto_dirfees']], ['0.818727272727', '0.503253796095', '0.232', ['poi', 'expenses', 'long_term_incentive', 'bonus']], ['0.8515', '0.466440101954', '0.2745', ['poi', 'expenses', 'long_term_incentive', 'total_stock_value']], ['0.80975', '0.288490284006', '0.0965', ['poi', 'expenses', 'long_term_incentive', 'from_poi_to_this_person']], ['0.801083333333', '0.197183098592', '0.063', ['poi', 'expenses', 'long_term_incentive', 'from_this_person_to_poi']], ['0.818230769231', '0.279465370595', '0.115', ['poi', 'expenses', 'long_term_incentive', 'restricted_stock']], ['0.802363636364', '0.373177842566', '0.128', ['poi', 'expenses', 'long_term_incentive', 'salary']], ['0.821769230769', '0.22144112478', '0.063', ['poi', 'expenses', 'long_term_incentive', 'total_payments']], ['0.849857142857', '0.456925675676', '0.2705', ['poi', 'expenses', 'long_term_incentive', 'exercised_stock_options']], ['0.280769230769', '0.176211453744', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi']], ['0.299769230769', '0.173365216592', '0.9425', ['poi', 'expenses', 'restricted_stock_deferred', 'from_messages']], ['0.302333333333', '0.185302252074', '0.938', ['poi', 'expenses', 'restricted_stock_deferred', 'other']], ['0.441', '0.24542888698', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'director_fees']], ['0.352454545455', '0.219226131755', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'resto_dirfees']], ['0.312916666667', '0.195217179112', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'bonus']], ['0.260142857143', '0.161838485192', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'total_stock_value']], ['0.304583333333', '0.193330111165', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'from_poi_to_this_person']], ['0.305583333333', '0.185956560547', '0.9375', ['poi', 'expenses', 'restricted_stock_deferred', 'from_this_person_to_poi']], ['0.281230769231', '0.175961877868', '0.997', ['poi', 'expenses', 'restricted_stock_deferred', 'restricted_stock']], ['0.308416666667', '0.193300223975', '0.9925', ['poi', 'expenses', 'restricted_stock_deferred', 'salary']], ['0.277769230769', '0.170457586299', '0.9555', ['poi', 'expenses', 'restricted_stock_deferred', 'total_payments']], ['0.264857142857', '0.162707452001', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'exercised_stock_options']], ['0.762583333333', '0.149463253509', '0.0905', ['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages']], ['0.801307692308', '0.0117252931323', '0.0035', ['poi', 'expenses', 'shared_receipt_with_poi', 'other']], ['0.278615384615', '0.17577781684', '1.0', ['poi', 'expenses', 'shared_receipt_with_poi', 'director_fees']], ['0.186076923077', '0.158969875209', '1.0', ['poi', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees']], ['0.824692307692', '0.384039900249', '0.231', ['poi', 'expenses', 'shared_receipt_with_poi', 'bonus']], ['0.846428571429', '0.439807383628', '0.274', ['poi', 'expenses', 'shared_receipt_with_poi', 'total_stock_value']], ['0.783083333333', '0.0340030911901', '0.011', ['poi', 'expenses', 'shared_receipt_with_poi', 'from_poi_to_this_person']], ['0.778416666667', '0.00894187779434', '0.003', ['poi', 'expenses', 'shared_receipt_with_poi', 'from_this_person_to_poi']], ['0.807076923077', '0.200471698113', '0.085', ['poi', 'expenses', 'shared_receipt_with_poi', 'restricted_stock']], ['0.813', '0.260821309656', '0.1175', ['poi', 'expenses', 'shared_receipt_with_poi', 'salary']], ['0.824285714286', '0.0848375451264', '0.0235', ['poi', 'expenses', 'shared_receipt_with_poi', 'total_payments']], ['0.847142857143', '0.442810457516', '0.271', ['poi', 'expenses', 'shared_receipt_with_poi', 'exercised_stock_options']], ['0.788615384615', '0.0844444444444', '0.038', ['poi', 'expenses', 'from_messages', 'other']], ['0.299769230769', '0.173365216592', '0.9425', ['poi', 'expenses', 'from_messages', 'director_fees']], ['0.206076923077', '0.154987975786', '0.9345', ['poi', 'expenses', 'from_messages', 'resto_dirfees']], ['0.811692307692', '0.321939586645', '0.2025', ['poi', 'expenses', 'from_messages', 'bonus']], ['0.866857142857', '0.568136272545', '0.2835', ['poi', 'expenses', 'from_messages', 'total_stock_value']], ['0.751916666667', '0.119844357977', '0.077', ['poi', 'expenses', 'from_messages', 'from_poi_to_this_person']], ['0.753166666667', '0.0909863945578', '0.0535', ['poi', 'expenses', 'from_messages', 'from_this_person_to_poi']], ['0.815846153846', '0.260922330097', '0.1075', ['poi', 'expenses', 'from_messages', 'restricted_stock']], ['0.797230769231', '0.25762195122', '0.169', ['poi', 'expenses', 'from_messages', 'salary']], ['0.836857142857', '0.177272727273', '0.039', ['poi', 'expenses', 'from_messages', 'total_payments']], ['0.858714285714', '0.509963768116', '0.2815', ['poi', 'expenses', 'from_messages', 'exercised_stock_options']], ['0.291083333333', '0.182182279965', '0.9325', ['poi', 'expenses', 'other', 'director_fees']], ['0.1955', '0.164651244304', '0.9395', ['poi', 'expenses', 'other', 'resto_dirfees']], ['0.806090909091', '0.387858347386', '0.115', ['poi', 'expenses', 'other', 'bonus']], ['0.852142857143', '0.456467661692', '0.1835', ['poi', 'expenses', 'other', 'total_stock_value']], ['0.8045', '0.0194444444444', '0.0035', ['poi', 'expenses', 'other', 'from_poi_to_this_person']], ['0.795583333333', '0.00437636761488', '0.001', ['poi', 'expenses', 'other', 'from_this_person_to_poi']], ['0.818307692308', '0.183566433566', '0.0525', ['poi', 'expenses', 'other', 'restricted_stock']], ['0.800636363636', '0.249350649351', '0.048', ['poi', 'expenses', 'other', 'salary']], ['0.813615384615', '0.0115473441109', '0.0025', ['poi', 'expenses', 'other', 'total_payments']], ['0.848071428571', '0.423586040915', '0.176', ['poi', 'expenses', 'other', 'exercised_stock_options']], ['0.341727272727', '0.216426793637', '1.0', ['poi', 'expenses', 'director_fees', 'resto_dirfees']], ['0.305333333333', '0.193498452012', '1.0', ['poi', 'expenses', 'director_fees', 'bonus']], ['0.261285714286', '0.162048290391', '1.0', ['poi', 'expenses', 'director_fees', 'total_stock_value']], ['0.300833333333', '0.192492781521', '1.0', ['poi', 'expenses', 'director_fees', 'from_poi_to_this_person']], ['0.301166666667', '0.186222484277', '0.9475', ['poi', 'expenses', 'director_fees', 'from_this_person_to_poi']], ['0.259071428571', '0.160379654417', '0.9885', ['poi', 'expenses', 'director_fees', 'restricted_stock']], ['0.297916666667', '0.190897719619', '0.992', ['poi', 'expenses', 'director_fees', 'salary']], ['0.351', '0.183747666306', '0.935', ['poi', 'expenses', 'director_fees', 'total_payments']], ['0.2675', '0.16319869441', '1.0', ['poi', 'expenses', 'director_fees', 'exercised_stock_options']], ['0.218636363636', '0.188768286928', '1.0', ['poi', 'expenses', 'resto_dirfees', 'bonus']], ['0.201785714286', '0.150476190476', '0.9875', ['poi', 'expenses', 'resto_dirfees', 'total_stock_value']], ['0.202083333333', '0.172786177106', '1.0', ['poi', 'expenses', 'resto_dirfees', 'from_poi_to_this_person']], ['0.198416666667', '0.165745371589', '0.9445', ['poi', 'expenses', 'resto_dirfees', 'from_this_person_to_poi']], ['0.183769230769', '0.15826652909', '0.997', ['poi', 'expenses', 'resto_dirfees', 'restricted_stock']], ['0.200833333333', '0.171314741036', '0.989', ['poi', 'expenses', 'resto_dirfees', 'salary']], ['0.225', '0.151067323481', '0.874', ['poi', 'expenses', 'resto_dirfees', 'total_payments']], ['0.205153846154', '0.162056938924', '0.999', ['poi', 'expenses', 'resto_dirfees', 'exercised_stock_options']], ['0.860285714286', '0.518644067797', '0.306', ['poi', 'expenses', 'bonus', 'total_stock_value']], ['0.833333333333', '0.5', '0.233', ['poi', 'expenses', 'bonus', 'from_poi_to_this_person']], ['0.819416666667', '0.405649717514', '0.1795', ['poi', 'expenses', 'bonus', 'from_this_person_to_poi']], ['0.824307692308', '0.351153039832', '0.1675', ['poi', 'expenses', 'bonus', 'restricted_stock']], ['0.803818181818', '0.407710280374', '0.1745', ['poi', 'expenses', 'bonus', 'salary']], ['0.828153846154', '0.345238095238', '0.1305', ['poi', 'expenses', 'bonus', 'total_payments']], ['0.854071428571', '0.482038429407', '0.2885', ['poi', 'expenses', 'bonus', 'exercised_stock_options']], ['0.874928571429', '0.642285714286', '0.281', ['poi', 'expenses', 'total_stock_value', 'from_poi_to_this_person']], ['0.874285714286', '0.639211136891', '0.2755', ['poi', 'expenses', 'total_stock_value', 'from_this_person_to_poi']], ['0.868357142857', '0.580348004094', '0.2835', ['poi', 'expenses', 'total_stock_value', 'restricted_stock']], ['0.858857142857', '0.512121212121', '0.2535', ['poi', 'expenses', 'total_stock_value', 'salary']], ['0.853533333333', '0.394199785177', '0.1835', ['poi', 'expenses', 'total_stock_value', 'total_payments']], ['0.855785714286', '0.491688538933', '0.281', ['poi', 'expenses', 'total_stock_value', 'exercised_stock_options']], ['0.789083333333', '0.0366492146597', '0.0105', ['poi', 'expenses', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.821230769231', '0.220689655172', '0.064', ['poi', 'expenses', 'from_poi_to_this_person', 'restricted_stock']], ['0.81375', '0.331902718169', '0.116', ['poi', 'expenses', 'from_poi_to_this_person', 'salary']], ['0.826', '0.0774193548387', '0.012', ['poi', 'expenses', 'from_poi_to_this_person', 'total_payments']], ['0.865785714286', '0.561671763507', '0.2755', ['poi', 'expenses', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.816153846154', '0.211538461538', '0.0715', ['poi', 'expenses', 'from_this_person_to_poi', 'restricted_stock']], ['0.804', '0.262803234501', '0.0975', ['poi', 'expenses', 'from_this_person_to_poi', 'salary']], ['0.826307692308', '0.101851851852', '0.0165', ['poi', 'expenses', 'from_this_person_to_poi', 'total_payments']], ['0.866071428571', '0.563971340839', '0.2755', ['poi', 'expenses', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.827846153846', '0.320241691843', '0.106', ['poi', 'expenses', 'restricted_stock', 'salary']], ['0.831357142857', '0.212121212121', '0.0665', ['poi', 'expenses', 'restricted_stock', 'total_payments']], ['0.863071428571', '0.539486203616', '0.2835', ['poi', 'expenses', 'restricted_stock', 'exercised_stock_options']], ['0.828923076923', '0.260683760684', '0.061', ['poi', 'expenses', 'salary', 'total_payments']], ['0.8635', '0.548004314995', '0.254', ['poi', 'expenses', 'salary', 'exercised_stock_options']], ['0.849428571429', '0.435251798561', '0.1815', ['poi', 'expenses', 'total_payments', 'exercised_stock_options']], ['0.3691', '0.240702852329', '1.0', ['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred']], ['0.827416666667', '0.471667996808', '0.2955', ['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi']], ['0.836416666667', '0.514670896114', '0.3245', ['poi', 'deferred_income', 'long_term_incentive', 'from_messages']], ['0.811454545455', '0.455205811138', '0.188', ['poi', 'deferred_income', 'long_term_incentive', 'other']], ['0.3627', '0.238863012063', '1.0', ['poi', 'deferred_income', 'long_term_incentive', 'director_fees']], ['0.2399', '0.208311634205', '1.0', ['poi', 'deferred_income', 'long_term_incentive', 'resto_dirfees']], ['0.837909090909', '0.587008821171', '0.366', ['poi', 'deferred_income', 'long_term_incentive', 'bonus']], ['0.865214285714', '0.540099361249', '0.3805', ['poi', 'deferred_income', 'long_term_incentive', 'total_stock_value']], ['0.8345', '0.505766062603', '0.307', ['poi', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person']], ['0.801', '0.417897480452', '0.2405', ['poi', 'deferred_income', 'long_term_incentive', 'from_this_person_to_poi']], ['0.846923076923', '0.503709198813', '0.3395', ['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock']], ['0.834454545455', '0.576430401366', '0.3375', ['poi', 'deferred_income', 'long_term_incentive', 'salary']], ['0.830692307692', '0.399399399399', '0.1995', ['poi', 'deferred_income', 'long_term_incentive', 'total_payments']], ['0.854', '0.538230884558', '0.359', ['poi', 'deferred_income', 'long_term_incentive', 'exercised_stock_options']], ['0.313583333333', '0.195369737228', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi']], ['0.336583333333', '0.19263689801', '0.934', ['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages']], ['0.333090909091', '0.207648476879', '0.9475', ['poi', 'deferred_income', 'restricted_stock_deferred', 'other']], ['0.707333333333', '0.362844702467', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees']], ['0.4955', '0.248323814254', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees']], ['0.344909090909', '0.217249619813', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'bonus']], ['0.2665', '0.163012470454', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'total_stock_value']], ['0.338181818182', '0.215517241379', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'from_poi_to_this_person']], ['0.3505', '0.227806709459', '0.9405', ['poi', 'deferred_income', 'restricted_stock_deferred', 'from_this_person_to_poi']], ['0.306666666667', '0.192786311491', '0.9915', ['poi', 'deferred_income', 'restricted_stock_deferred', 'restricted_stock']], ['0.308416666667', '0.193836881501', '0.997', ['poi', 'deferred_income', 'restricted_stock_deferred', 'salary']], ['0.275461538462', '0.169414490687', '0.9505', ['poi', 'deferred_income', 'restricted_stock_deferred', 'total_payments']], ['0.288076923077', '0.177698800533', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'exercised_stock_options']], ['0.808272727273', '0.437428243398', '0.1905', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages']], ['0.825769230769', '0.346465816918', '0.1495', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'other']], ['0.306166666667', '0.193685841565', '1.0', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'director_fees']], ['0.215454545455', '0.188146754468', '1.0', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees']], ['0.840583333333', '0.534010946052', '0.3415', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'bonus']], ['0.848642857143', '0.46035976016', '0.3455', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value']], ['0.789727272727', '0.33117583603', '0.1535', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_poi_to_this_person']], ['0.787454545455', '0.316304347826', '0.1455', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_this_person_to_poi']], ['0.821153846154', '0.385321100917', '0.273', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'restricted_stock']], ['0.838692307692', '0.462315462315', '0.2975', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'salary']], ['0.847785714286', '0.423212192263', '0.1805', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'total_payments']], ['0.862571428571', '0.527220630372', '0.368', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'exercised_stock_options']], ['0.829', '0.368977673325', '0.157', ['poi', 'deferred_income', 'from_messages', 'other']], ['0.332916666667', '0.191703460314', '0.9335', ['poi', 'deferred_income', 'from_messages', 'director_fees']], ['0.240909090909', '0.184707050645', '0.93', ['poi', 'deferred_income', 'from_messages', 'resto_dirfees']], ['0.857', '0.616968698517', '0.3745', ['poi', 'deferred_income', 'from_messages', 'bonus']], ['0.866428571429', '0.545710267229', '0.388', ['poi', 'deferred_income', 'from_messages', 'total_stock_value']], ['0.810181818182', '0.455734406439', '0.2265', ['poi', 'deferred_income', 'from_messages', 'from_poi_to_this_person']], ['0.762636363636', '0.312461632904', '0.2545', ['poi', 'deferred_income', 'from_messages', 'from_this_person_to_poi']], ['0.849', '0.515276630884', '0.312', ['poi', 'deferred_income', 'from_messages', 'restricted_stock']], ['0.856', '0.5512', '0.3445', ['poi', 'deferred_income', 'from_messages', 'salary']], ['0.850857142857', '0.448477751756', '0.1915', ['poi', 'deferred_income', 'from_messages', 'total_payments']], ['0.872142857143', '0.571041948579', '0.422', ['poi', 'deferred_income', 'from_messages', 'exercised_stock_options']], ['0.324090909091', '0.205164370186', '0.9455', ['poi', 'deferred_income', 'other', 'director_fees']], ['0.210727272727', '0.180653794686', '0.945', ['poi', 'deferred_income', 'other', 'resto_dirfees']], ['0.822818181818', '0.52975495916', '0.227', ['poi', 'deferred_income', 'other', 'bonus']], ['0.857071428571', '0.499571550985', '0.2915', ['poi', 'deferred_income', 'other', 'total_stock_value']], ['0.821583333333', '0.419058553387', '0.1825', ['poi', 'deferred_income', 'other', 'from_poi_to_this_person']], ['0.808583333333', '0.35015136226', '0.1735', ['poi', 'deferred_income', 'other', 'from_this_person_to_poi']], ['0.836769230769', '0.437755102041', '0.2145', ['poi', 'deferred_income', 'other', 'restricted_stock']], ['0.824727272727', '0.544334975369', '0.221', ['poi', 'deferred_income', 'other', 'salary']], ['0.831230769231', '0.376903553299', '0.1485', ['poi', 'deferred_income', 'other', 'total_payments']], ['0.861428571429', '0.527372262774', '0.289', ['poi', 'deferred_income', 'other', 'exercised_stock_options']], ['0.485', '0.244498777506', '1.0', ['poi', 'deferred_income', 'director_fees', 'resto_dirfees']], ['0.35', '0.235294117647', '1.0', ['poi', 'deferred_income', 'director_fees', 'bonus']], ['0.255285714286', '0.160952840818', '1.0', ['poi', 'deferred_income', 'director_fees', 'total_stock_value']], ['0.333818181818', '0.214408233276', '1.0', ['poi', 'deferred_income', 'director_fees', 'from_poi_to_this_person']], ['0.348', '0.22572815534', '0.93', ['poi', 'deferred_income', 'director_fees', 'from_this_person_to_poi']], ['0.279230769231', '0.17441244036', '0.987', ['poi', 'deferred_income', 'director_fees', 'restricted_stock']], ['0.324', '0.211096938776', '0.993', ['poi', 'deferred_income', 'director_fees', 'salary']], ['0.596230769231', '0.168401714636', '0.4125', ['poi', 'deferred_income', 'director_fees', 'total_payments']], ['0.279615384615', '0.175978882534', '1.0', ['poi', 'deferred_income', 'director_fees', 'exercised_stock_options']], ['0.2387', '0.208051596796', '1.0', ['poi', 'deferred_income', 'resto_dirfees', 'bonus']], ['0.215428571429', '0.148788115715', '0.9515', ['poi', 'deferred_income', 'resto_dirfees', 'total_stock_value']], ['0.1426', '0.104449550867', '1.0', ['poi', 'deferred_income', 'resto_dirfees', 'from_poi_to_this_person']], ['0.2309', '0.197897866016', '0.932', ['poi', 'deferred_income', 'resto_dirfees', 'from_this_person_to_poi']], ['0.198083333333', '0.171110535853', '0.9915', ['poi', 'deferred_income', 'resto_dirfees', 'restricted_stock']], ['0.215363636364', '0.186951184968', '0.99', ['poi', 'deferred_income', 'resto_dirfees', 'salary']], ['0.234153846154', '0.152940150061', '0.8765', ['poi', 'deferred_income', 'resto_dirfees', 'total_payments']], ['0.217538461538', '0.160462024265', '0.9655', ['poi', 'deferred_income', 'resto_dirfees', 'exercised_stock_options']], ['0.859714285714', '0.513024602026', '0.3545', ['poi', 'deferred_income', 'bonus', 'total_stock_value']], ['0.852333333333', '0.600706713781', '0.34', ['poi', 'deferred_income', 'bonus', 'from_poi_to_this_person']], ['0.825727272727', '0.535080304311', '0.3165', ['poi', 'deferred_income', 'bonus', 'from_this_person_to_poi']], ['0.848', '0.509104704097', '0.3355', ['poi', 'deferred_income', 'bonus', 'restricted_stock']], ['0.835363636364', '0.596923076923', '0.291', ['poi', 'deferred_income', 'bonus', 'salary']], ['0.844461538462', '0.486997635934', '0.206', ['poi', 'deferred_income', 'bonus', 'total_payments']], ['0.859714285714', '0.51367781155', '0.338', ['poi', 'deferred_income', 'bonus', 'exercised_stock_options']], ['0.861714285714', '0.524024024024', '0.349', ['poi', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person']], ['0.862285714286', '0.527480916031', '0.3455', ['poi', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi']], ['0.8705', '0.57310398749', '0.3665', ['poi', 'deferred_income', 'total_stock_value', 'restricted_stock']], ['0.860428571429', '0.517087667162', '0.348', ['poi', 'deferred_income', 'total_stock_value', 'salary']], ['0.855333333333', '0.436849925706', '0.294', ['poi', 'deferred_income', 'total_stock_value', 'total_payments']], ['0.864', '0.533379694019', '0.3835', ['poi', 'deferred_income', 'total_stock_value', 'exercised_stock_options']], ['0.8652', '0.259002770083', '0.187', ['poi', 'deferred_income', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.840230769231', '0.464581416743', '0.2525', ['poi', 'deferred_income', 'from_poi_to_this_person', 'restricted_stock']], ['0.8455', '0.563368055556', '0.3245', ['poi', 'deferred_income', 'from_poi_to_this_person', 'salary']], ['0.852428571429', '0.457800511509', '0.179', ['poi', 'deferred_income', 'from_poi_to_this_person', 'total_payments']], ['0.871428571429', '0.578988941548', '0.3665', ['poi', 'deferred_income', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.823230769231', '0.390441176471', '0.2655', ['poi', 'deferred_income', 'from_this_person_to_poi', 'restricted_stock']], ['0.839083333333', '0.529767040552', '0.307', ['poi', 'deferred_income', 'from_this_person_to_poi', 'salary']], ['0.846857142857', '0.411547911548', '0.1675', ['poi', 'deferred_income', 'from_this_person_to_poi', 'total_payments']], ['0.873142857143', '0.585235920852', '0.3845', ['poi', 'deferred_income', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.850615384615', '0.522550544323', '0.336', ['poi', 'deferred_income', 'restricted_stock', 'salary']], ['0.833714285714', '0.367098865478', '0.2265', ['poi', 'deferred_income', 'restricted_stock', 'total_payments']], ['0.866857142857', '0.550295857988', '0.372', ['poi', 'deferred_income', 'restricted_stock', 'exercised_stock_options']], ['0.843615384615', '0.480746791132', '0.206', ['poi', 'deferred_income', 'salary', 'total_payments']], ['0.871071428571', '0.579462102689', '0.3555', ['poi', 'deferred_income', 'salary', 'exercised_stock_options']], ['0.848642857143', '0.452208835341', '0.2815', ['poi', 'deferred_income', 'total_payments', 'exercised_stock_options']], ['0.31625', '0.195982361587', '1.0', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi']], ['0.34', '0.192882340735', '0.9295', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages']], ['0.3622', '0.232592230638', '0.952', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'other']], ['0.455555555556', '0.169491525424', '1.0', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees']], ['0.35675', '0.162707452001', '1.0', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees']], ['0.3632', '0.239005736138', '1.0', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'bonus']], ['0.279846153846', '0.17602534765', '1.0', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value']], ['0.337909090909', '0.215447592373', '1.0', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_poi_to_this_person']], ['0.3583', '0.228184615385', '0.927', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_this_person_to_poi']], ['0.307166666667', '0.193435618567', '0.996', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'restricted_stock']], ['0.347272727273', '0.217125382263', '0.994', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'salary']], ['0.277230769231', '0.170351221252', '0.9555', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'total_payments']], ['0.30825', '0.194155907193', '1.0', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'exercised_stock_options']], ['0.757727272727', '0.258883248731', '0.1785', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages']], ['0.784', '0.0501519756839', '0.0165', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'other']], ['0.296583333333', '0.190187590188', '0.9885', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees']], ['0.218', '0.18823196071', '0.9965', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees']], ['0.796909090909', '0.395348837209', '0.221', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus']], ['0.826785714286', '0.34386480529', '0.234', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value']], ['0.774727272727', '0.244658119658', '0.1145', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_poi_to_this_person']], ['0.766272727273', '0.124835742444', '0.0475', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_this_person_to_poi']], ['0.798384615385', '0.233933161954', '0.1365', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'restricted_stock']], ['0.79875', '0.280887011616', '0.133', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'salary']], ['0.825857142857', '0.176991150442', '0.06', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'total_payments']], ['0.826692307692', '0.389132340053', '0.222', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'exercised_stock_options']], ['0.7845', '0.142682926829', '0.0585', ['poi', 'long_term_incentive', 'from_messages', 'other']], ['0.317166666667', '0.188053988719', '0.9335', ['poi', 'long_term_incentive', 'from_messages', 'director_fees']], ['0.243909090909', '0.185752661427', '0.9335', ['poi', 'long_term_incentive', 'from_messages', 'resto_dirfees']], ['0.792272727273', '0.374670184697', '0.213', ['poi', 'long_term_incentive', 'from_messages', 'bonus']], ['0.8475', '0.445344129555', '0.275', ['poi', 'long_term_incentive', 'from_messages', 'total_stock_value']], ['0.741272727273', '0.237593052109', '0.1915', ['poi', 'long_term_incentive', 'from_messages', 'from_poi_to_this_person']], ['0.719727272727', '0.16880733945', '0.138', ['poi', 'long_term_incentive', 'from_messages', 'from_this_person_to_poi']], ['0.812307692308', '0.302158273381', '0.168', ['poi', 'long_term_incentive', 'from_messages', 'restricted_stock']], ['0.8145', '0.408279220779', '0.2515', ['poi', 'long_term_incentive', 'from_messages', 'salary']], ['0.824642857143', '0.18878248974', '0.069', ['poi', 'long_term_incentive', 'from_messages', 'total_payments']], ['0.833384615385', '0.436349693252', '0.2845', ['poi', 'long_term_incentive', 'from_messages', 'exercised_stock_options']], ['0.325090909091', '0.204059362724', '0.935', ['poi', 'long_term_incentive', 'other', 'director_fees']], ['0.2346', '0.200084871632', '0.943', ['poi', 'long_term_incentive', 'other', 'resto_dirfees']], ['0.7681', '0.295774647887', '0.1155', ['poi', 'long_term_incentive', 'other', 'bonus']], ['0.835769230769', '0.420867526377', '0.1795', ['poi', 'long_term_incentive', 'other', 'total_stock_value']], ['0.780818181818', '0.0673684210526', '0.016', ['poi', 'long_term_incentive', 'other', 'from_poi_to_this_person']], ['0.760818181818', '0.0460431654676', '0.016', ['poi', 'long_term_incentive', 'other', 'from_this_person_to_poi']], ['0.797583333333', '0.163265306122', '0.052', ['poi', 'long_term_incentive', 'other', 'restricted_stock']], ['0.7699', '0.222836095764', '0.0605', ['poi', 'long_term_incentive', 'other', 'salary']], ['0.808692307692', '0.0921273031826', '0.0275', ['poi', 'long_term_incentive', 'other', 'total_payments']], ['0.835461538462', '0.423877327492', '0.1935', ['poi', 'long_term_incentive', 'other', 'exercised_stock_options']], ['0.323777777778', '0.141123341801', '1.0', ['poi', 'long_term_incentive', 'director_fees', 'resto_dirfees']], ['0.325181818182', '0.212246630585', '1.0', ['poi', 'long_term_incentive', 'director_fees', 'bonus']], ['0.258071428571', '0.161459594736', '1.0', ['poi', 'long_term_incentive', 'director_fees', 'total_stock_value']], ['0.323090909091', '0.211729832733', '1.0', ['poi', 'long_term_incentive', 'director_fees', 'from_poi_to_this_person']], ['0.321454545455', '0.204200952793', '0.943', ['poi', 'long_term_incentive', 'director_fees', 'from_this_person_to_poi']], ['0.276615384615', '0.174463594794', '0.992', ['poi', 'long_term_incentive', 'director_fees', 'restricted_stock']], ['0.305', '0.192948469585', '0.996', ['poi', 'long_term_incentive', 'director_fees', 'salary']], ['0.332076923077', '0.167015445939', '0.838', ['poi', 'long_term_incentive', 'director_fees', 'total_payments']], ['0.275307692308', '0.17511601436', '1.0', ['poi', 'long_term_incentive', 'director_fees', 'exercised_stock_options']], ['0.2448', '0.209319371728', '0.9995', ['poi', 'long_term_incentive', 'resto_dirfees', 'bonus']], ['0.200384615385', '0.157933338766', '0.969', ['poi', 'long_term_incentive', 'resto_dirfees', 'total_stock_value']], ['0.2374', '0.207770621234', '1.0', ['poi', 'long_term_incentive', 'resto_dirfees', 'from_poi_to_this_person']], ['0.2303', '0.197515132208', '0.93', ['poi', 'long_term_incentive', 'resto_dirfees', 'from_this_person_to_poi']], ['0.2', '0.171961325967', '0.996', ['poi', 'long_term_incentive', 'resto_dirfees', 'restricted_stock']], ['0.2392', '0.207062264939', '0.991', ['poi', 'long_term_incentive', 'resto_dirfees', 'salary']], ['0.227538461538', '0.152643400138', '0.8835', ['poi', 'long_term_incentive', 'resto_dirfees', 'total_payments']], ['0.20925', '0.172597709189', '0.987', ['poi', 'long_term_incentive', 'resto_dirfees', 'exercised_stock_options']], ['0.834384615385', '0.446088794926', '0.3165', ['poi', 'long_term_incentive', 'bonus', 'total_stock_value']], ['0.817272727273', '0.494824016563', '0.239', ['poi', 'long_term_incentive', 'bonus', 'from_poi_to_this_person']], ['0.795272727273', '0.379541108987', '0.1985', ['poi', 'long_term_incentive', 'bonus', 'from_this_person_to_poi']], ['0.812', '0.384267631103', '0.2125', ['poi', 'long_term_incentive', 'bonus', 'restricted_stock']], ['0.773', '0.369691119691', '0.1915', ['poi', 'long_term_incentive', 'bonus', 'salary']], ['0.821230769231', '0.312933025404', '0.1355', ['poi', 'long_term_incentive', 'bonus', 'total_payments']], ['0.838615384615', '0.4625382263', '0.3025', ['poi', 'long_term_incentive', 'bonus', 'exercised_stock_options']], ['0.835692307692', '0.437037037037', '0.236', ['poi', 'long_term_incentive', 'total_stock_value', 'from_poi_to_this_person']], ['0.836846153846', '0.443085606773', '0.2355', ['poi', 'long_term_incentive', 'total_stock_value', 'from_this_person_to_poi']], ['0.848769230769', '0.515539305302', '0.282', ['poi', 'long_term_incentive', 'total_stock_value', 'restricted_stock']], ['0.839384615385', '0.458724202627', '0.2445', ['poi', 'long_term_incentive', 'total_stock_value', 'salary']], ['0.839066666667', '0.316814159292', '0.179', ['poi', 'long_term_incentive', 'total_stock_value', 'total_payments']], ['0.835230769231', '0.445635528331', '0.291', ['poi', 'long_term_incentive', 'total_stock_value', 'exercised_stock_options']], ['0.7628', '0.132411067194', '0.0335', ['poi', 'long_term_incentive', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.80275', '0.283863368669', '0.1205', ['poi', 'long_term_incentive', 'from_poi_to_this_person', 'restricted_stock']], ['0.800909090909', '0.353846153846', '0.115', ['poi', 'long_term_incentive', 'from_poi_to_this_person', 'salary']], ['0.825230769231', '0.229083665339', '0.0575', ['poi', 'long_term_incentive', 'from_poi_to_this_person', 'total_payments']], ['0.830846153846', '0.420080321285', '0.2615', ['poi', 'long_term_incentive', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.796333333333', '0.23381294964', '0.0975', ['poi', 'long_term_incentive', 'from_this_person_to_poi', 'restricted_stock']], ['0.791', '0.31051964512', '0.1225', ['poi', 'long_term_incentive', 'from_this_person_to_poi', 'salary']], ['0.825769230769', '0.249527410208', '0.066', ['poi', 'long_term_incentive', 'from_this_person_to_poi', 'total_payments']], ['0.836153846154', '0.44154676259', '0.2455', ['poi', 'long_term_incentive', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.813916666667', '0.3465085639', '0.1315', ['poi', 'long_term_incentive', 'restricted_stock', 'salary']], ['0.821571428571', '0.181585677749', '0.071', ['poi', 'long_term_incentive', 'restricted_stock', 'total_payments']], ['0.840461538462', '0.46977124183', '0.2875', ['poi', 'long_term_incentive', 'restricted_stock', 'exercised_stock_options']], ['0.821846153846', '0.232203389831', '0.0685', ['poi', 'long_term_incentive', 'salary', 'total_payments']], ['0.843076923077', '0.481447124304', '0.2595', ['poi', 'long_term_incentive', 'salary', 'exercised_stock_options']], ['0.841928571429', '0.385113268608', '0.1785', ['poi', 'long_term_incentive', 'total_payments', 'exercised_stock_options']], ['0.309', '0.115834633385', '0.891', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages']], ['0.278230769231', '0.168418216114', '0.9375', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other']], ['0.371090909091', '0.126294518818', '1.0', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees']], ['0.2837', '0.122503981379', '1.0', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees']], ['0.312416666667', '0.195102916789', '1.0', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus']], ['0.266571428571', '0.16302575807', '1.0', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value']], ['0.2789', '0.117313616759', '0.952', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person']], ['0.2721', '0.108101360629', '0.866', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_this_person_to_poi']], ['0.30125', '0.19157569317', '0.9915', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'restricted_stock']], ['0.301166666667', '0.191497584541', '0.991', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'salary']], ['0.250928571429', '0.153846153846', '0.943', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_payments']], ['0.285', '0.176897865178', '0.9985', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'exercised_stock_options']], ['0.300461538462', '0.167260787992', '0.8915', ['poi', 'restricted_stock_deferred', 'from_messages', 'other']], ['0.391545454545', '0.122630253215', '0.925', ['poi', 'restricted_stock_deferred', 'from_messages', 'director_fees']], ['0.3052', '0.118620159015', '0.925', ['poi', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees']], ['0.332916666667', '0.192776015553', '0.942', ['poi', 'restricted_stock_deferred', 'from_messages', 'bonus']], ['0.284', '0.160345411446', '0.947', ['poi', 'restricted_stock_deferred', 'from_messages', 'total_stock_value']], ['0.3153', '0.120176692218', '0.925', ['poi', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person']], ['0.3051', '0.118604949352', '0.925', ['poi', 'restricted_stock_deferred', 'from_messages', 'from_this_person_to_poi']], ['0.3195', '0.18808174828', '0.9295', ['poi', 'restricted_stock_deferred', 'from_messages', 'restricted_stock']], ['0.31925', '0.187961557916', '0.929', ['poi', 'restricted_stock_deferred', 'from_messages', 'salary']], ['0.268571428571', '0.150314038364', '0.8855', ['poi', 'restricted_stock_deferred', 'from_messages', 'total_payments']], ['0.307076923077', '0.173195299384', '0.9285', ['poi', 'restricted_stock_deferred', 'from_messages', 'exercised_stock_options']], ['0.439363636364', '0.237495275293', '0.9425', ['poi', 'restricted_stock_deferred', 'other', 'director_fees']], ['0.358', '0.230684864733', '0.9465', ['poi', 'restricted_stock_deferred', 'other', 'resto_dirfees']], ['0.340090909091', '0.208060397469', '0.937', ['poi', 'restricted_stock_deferred', 'other', 'bonus']], ['0.267214285714', '0.157615454772', '0.9505', ['poi', 'restricted_stock_deferred', 'other', 'total_stock_value']], ['0.30875', '0.186660029866', '0.9375', ['poi', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person']], ['0.316727272727', '0.194776449757', '0.88', ['poi', 'restricted_stock_deferred', 'other', 'from_this_person_to_poi']], ['0.302166666667', '0.184829905063', '0.9345', ['poi', 'restricted_stock_deferred', 'other', 'restricted_stock']], ['0.340363636364', '0.208712037242', '0.9415', ['poi', 'restricted_stock_deferred', 'other', 'salary']], ['0.278769230769', '0.169770773639', '0.948', ['poi', 'restricted_stock_deferred', 'other', 'total_payments']], ['0.278153846154', '0.169471799463', '0.9465', ['poi', 'restricted_stock_deferred', 'other', 'exercised_stock_options']], ['0.459272727273', '0.251635631605', '1.0', ['poi', 'restricted_stock_deferred', 'director_fees', 'bonus']], ['0.345428571429', '0.179147259047', '1.0', ['poi', 'restricted_stock_deferred', 'director_fees', 'total_stock_value']], ['0.4186', '0.146756677429', '1.0', ['poi', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person']], ['0.452777777778', '0.160994990499', '0.932', ['poi', 'restricted_stock_deferred', 'director_fees', 'from_this_person_to_poi']], ['0.384692307692', '0.199358524607', '0.9945', ['poi', 'restricted_stock_deferred', 'director_fees', 'restricted_stock']], ['0.414666666667', '0.220640569395', '0.992', ['poi', 'restricted_stock_deferred', 'director_fees', 'salary']], ['0.363384615385', '0.18862869617', '0.9505', ['poi', 'restricted_stock_deferred', 'director_fees', 'total_payments']], ['0.339666666667', '0.112057373375', '1.0', ['poi', 'restricted_stock_deferred', 'director_fees', 'exercised_stock_options']], ['0.403444444444', '0.271407246573', '1.0', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'bonus']], ['0.285615384615', '0.177195003101', '1.0', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value']], ['0.325', '0.141342756184', '1.0', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person']], ['0.358', '0.155906821963', '0.937', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'from_this_person_to_poi']], ['0.335727272727', '0.214523937601', '0.997', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'restricted_stock']], ['0.347090909091', '0.217324896356', '0.996', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'salary']], ['0.277230769231', '0.170351221252', '0.9555', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'total_payments']], ['0.256909090909', '0.109003706126', '1.0', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'exercised_stock_options']], ['0.286615384615', '0.177399325883', '1.0', ['poi', 'restricted_stock_deferred', 'bonus', 'total_stock_value']], ['0.337181818182', '0.215262081584', '1.0', ['poi', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person']], ['0.334636363636', '0.206294864716', '0.934', ['poi', 'restricted_stock_deferred', 'bonus', 'from_this_person_to_poi']], ['0.316666666667', '0.195600942655', '0.996', ['poi', 'restricted_stock_deferred', 'bonus', 'restricted_stock']], ['0.347272727273', '0.217495636998', '0.997', ['poi', 'restricted_stock_deferred', 'bonus', 'salary']], ['0.277230769231', '0.170351221252', '0.9555', ['poi', 'restricted_stock_deferred', 'bonus', 'total_payments']], ['0.288', '0.177683013504', '1.0', ['poi', 'restricted_stock_deferred', 'bonus', 'exercised_stock_options']], ['0.273642857143', '0.164352042074', '1.0', ['poi', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person']], ['0.286', '0.177273533062', '1.0', ['poi', 'restricted_stock_deferred', 'total_stock_value', 'from_this_person_to_poi']], ['0.285615384615', '0.177195003101', '1.0', ['poi', 'restricted_stock_deferred', 'total_stock_value', 'restricted_stock']], ['0.271571428571', '0.163961305132', '1.0', ['poi', 'restricted_stock_deferred', 'total_stock_value', 'salary']], ['0.250733333333', '0.145117922716', '0.9445', ['poi', 'restricted_stock_deferred', 'total_stock_value', 'total_payments']], ['0.285615384615', '0.177195003101', '1.0', ['poi', 'restricted_stock_deferred', 'total_stock_value', 'exercised_stock_options']], ['0.312666666667', '0.133446423523', '0.944', ['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.302', '0.192099671624', '0.9945', ['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'restricted_stock']], ['0.31025', '0.193535787521', '0.991', ['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'salary']], ['0.263357142857', '0.157082748948', '0.952', ['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'total_payments']], ['0.290076923077', '0.178110250245', '1.0', ['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.306916666667', '0.18600258475', '0.9355', ['poi', 'restricted_stock_deferred', 'from_this_person_to_poi', 'restricted_stock']], ['0.309916666667', '0.186169681223', '0.9315', ['poi', 'restricted_stock_deferred', 'from_this_person_to_poi', 'salary']], ['0.260285714286', '0.155451096817', '0.9425', ['poi', 'restricted_stock_deferred', 'from_this_person_to_poi', 'total_payments']], ['0.302916666667', '0.192957067053', '1.0', ['poi', 'restricted_stock_deferred', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.30775', '0.193448041217', '0.995', ['poi', 'restricted_stock_deferred', 'restricted_stock', 'salary']], ['0.253', '0.153814669286', '0.9395', ['poi', 'restricted_stock_deferred', 'restricted_stock', 'total_payments']], ['0.285615384615', '0.177195003101', '1.0', ['poi', 'restricted_stock_deferred', 'restricted_stock', 'exercised_stock_options']], ['0.277', '0.170129291128', '0.954', ['poi', 'restricted_stock_deferred', 'salary', 'total_payments']], ['0.283538461538', '0.176772140711', '1.0', ['poi', 'restricted_stock_deferred', 'salary', 'exercised_stock_options']], ['0.256214285714', '0.154553666749', '0.941', ['poi', 'restricted_stock_deferred', 'total_payments', 'exercised_stock_options']], ['0.766916666667', '0.0691891891892', '0.032', ['poi', 'shared_receipt_with_poi', 'from_messages', 'other']], ['0.2922', '0.11725440806', '0.931', ['poi', 'shared_receipt_with_poi', 'from_messages', 'director_fees']], ['0.187777777778', '0.109239534308', '0.882', ['poi', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees']], ['0.780363636364', '0.32252559727', '0.189', ['poi', 'shared_receipt_with_poi', 'from_messages', 'bonus']], ['0.855214285714', '0.488021295475', '0.275', ['poi', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value']], ['0.787222222222', '0.0814272644099', '0.089', ['poi', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person']], ['0.794222222222', '0.0', '0.0', ['poi', 'shared_receipt_with_poi', 'from_messages', 'from_this_person_to_poi']], ['0.793', '0.215962441315', '0.092', ['poi', 'shared_receipt_with_poi', 'from_messages', 'restricted_stock']], ['0.799666666667', '0.29175257732', '0.1415', ['poi', 'shared_receipt_with_poi', 'from_messages', 'salary']], ['0.822285714286', '0.156338028169', '0.0555', ['poi', 'shared_receipt_with_poi', 'from_messages', 'total_payments']], ['0.829083333333', '0.477960242005', '0.2765', ['poi', 'shared_receipt_with_poi', 'from_messages', 'exercised_stock_options']], ['0.274538461538', '0.167992136538', '0.94', ['poi', 'shared_receipt_with_poi', 'other', 'director_fees']], ['0.190166666667', '0.162674825175', '0.9305', ['poi', 'shared_receipt_with_poi', 'other', 'resto_dirfees']], ['0.79375', '0.241003271538', '0.1105', ['poi', 'shared_receipt_with_poi', 'other', 'bonus']], ['0.841785714286', '0.383783783784', '0.1775', ['poi', 'shared_receipt_with_poi', 'other', 'total_stock_value']], ['0.774', '0.00279329608939', '0.001', ['poi', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person']], ['0.77275', '0.00273597811218', '0.001', ['poi', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi']], ['0.796153846154', '0.125576036866', '0.0545', ['poi', 'shared_receipt_with_poi', 'other', 'restricted_stock']], ['0.799', '0.149659863946', '0.044', ['poi', 'shared_receipt_with_poi', 'other', 'salary']], ['0.822928571429', '0.0489642184557', '0.013', ['poi', 'shared_receipt_with_poi', 'other', 'total_payments']], ['0.841642857143', '0.383458646617', '0.1785', ['poi', 'shared_receipt_with_poi', 'other', 'exercised_stock_options']], ['0.2723', '0.120816721034', '1.0', ['poi', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees']], ['0.294083333333', '0.191003724573', '1.0', ['poi', 'shared_receipt_with_poi', 'director_fees', 'bonus']], ['0.248266666667', '0.150015092062', '0.994', ['poi', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value']], ['0.2684', '0.116654527798', '0.961', ['poi', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person']], ['0.2643', '0.108896271687', '0.885', ['poi', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi']], ['0.259857142857', '0.160963347389', '0.9925', ['poi', 'shared_receipt_with_poi', 'director_fees', 'restricted_stock']], ['0.276384615385', '0.174303051623', '0.991', ['poi', 'shared_receipt_with_poi', 'director_fees', 'salary']], ['0.324142857143', '0.156065634218', '0.8465', ['poi', 'shared_receipt_with_poi', 'director_fees', 'total_payments']], ['0.270230769231', '0.168452749978', '0.951', ['poi', 'shared_receipt_with_poi', 'director_fees', 'exercised_stock_options']], ['0.218', '0.188643652141', '1.0', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus']], ['0.189214285714', '0.147690452867', '0.98', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value']], ['0.150666666667', '0.110002347969', '0.937', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person']], ['0.143555555556', '0.101946356516', '0.859', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi']], ['0.19775', '0.170710646749', '0.9885', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'restricted_stock']], ['0.201', '0.172252937111', '0.997', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'salary']], ['0.220857142857', '0.139293812763', '0.86', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'total_payments']], ['0.205', '0.160544106866', '0.9855', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'exercised_stock_options']], ['0.837071428571', '0.399857448325', '0.2805', ['poi', 'shared_receipt_with_poi', 'bonus', 'total_stock_value']], ['0.798181818182', '0.389558232932', '0.194', ['poi', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person']], ['0.787090909091', '0.320378151261', '0.1525', ['poi', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi']], ['0.793', '0.297658862876', '0.178', ['poi', 'shared_receipt_with_poi', 'bonus', 'restricted_stock']], ['0.8055', '0.337231968811', '0.173', ['poi', 'shared_receipt_with_poi', 'bonus', 'salary']], ['0.825071428571', '0.259378349411', '0.121', ['poi', 'shared_receipt_with_poi', 'bonus', 'total_payments']], ['0.827692307692', '0.4121522694', '0.2815', ['poi', 'shared_receipt_with_poi', 'bonus', 'exercised_stock_options']], ['0.840428571429', '0.401182432432', '0.2375', ['poi', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person']], ['0.839071428571', '0.393964794635', '0.235', ['poi', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi']], ['0.843285714286', '0.421393841167', '0.26', ['poi', 'shared_receipt_with_poi', 'total_stock_value', 'restricted_stock']], ['0.833357142857', '0.364081632653', '0.223', ['poi', 'shared_receipt_with_poi', 'total_stock_value', 'salary']], ['0.847666666667', '0.35503560529', '0.1745', ['poi', 'shared_receipt_with_poi', 'total_stock_value', 'total_payments']], ['0.847642857143', '0.446327683616', '0.2765', ['poi', 'shared_receipt_with_poi', 'total_stock_value', 'exercised_stock_options']], ['0.810666666667', '0.0', '0.0', ['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.78275', '0.152348224513', '0.0665', ['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'restricted_stock']], ['0.796', '0.25', '0.112', ['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'salary']], ['0.826714285714', '0.108455882353', '0.0295', ['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'total_payments']], ['0.8295', '0.478178368121', '0.252', ['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.779166666667', '0.14519650655', '0.0665', ['poi', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'restricted_stock']], ['0.786666666667', '0.22', '0.11', ['poi', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'salary']], ['0.827071428571', '0.100569259962', '0.0265', ['poi', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'total_payments']], ['0.8295', '0.478178368121', '0.252', ['poi', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.803769230769', '0.229105211406', '0.1165', ['poi', 'shared_receipt_with_poi', 'restricted_stock', 'salary']], ['0.8245', '0.189115646259', '0.0695', ['poi', 'shared_receipt_with_poi', 'restricted_stock', 'total_payments']], ['0.839571428571', '0.404945904173', '0.262', ['poi', 'shared_receipt_with_poi', 'restricted_stock', 'exercised_stock_options']], ['0.827785714286', '0.174326465927', '0.055', ['poi', 'shared_receipt_with_poi', 'salary', 'total_payments']], ['0.833769230769', '0.42237222758', '0.219', ['poi', 'shared_receipt_with_poi', 'salary', 'exercised_stock_options']], ['0.8556', '0.404377880184', '0.1755', ['poi', 'shared_receipt_with_poi', 'total_payments', 'exercised_stock_options']], ['0.301076923077', '0.166132679985', '0.8815', ['poi', 'from_messages', 'other', 'director_fees']], ['0.216416666667', '0.161747235676', '0.885', ['poi', 'from_messages', 'other', 'resto_dirfees']], ['0.7995', '0.276923076923', '0.126', ['poi', 'from_messages', 'other', 'bonus']], ['0.847928571429', '0.432460732984', '0.2065', ['poi', 'from_messages', 'other', 'total_stock_value']], ['0.7775', '0.0924574209246', '0.038', ['poi', 'from_messages', 'other', 'from_poi_to_this_person']], ['0.74075', '0.0717039321511', '0.0465', ['poi', 'from_messages', 'other', 'from_this_person_to_poi']], ['0.805846153846', '0.178921568627', '0.073', ['poi', 'from_messages', 'other', 'restricted_stock']], ['0.798083333333', '0.194805194805', '0.0675', ['poi', 'from_messages', 'other', 'salary']], ['0.816071428571', '0.0429252782194', '0.0135', ['poi', 'from_messages', 'other', 'total_payments']], ['0.838571428571', '0.383303411131', '0.2135', ['poi', 'from_messages', 'other', 'exercised_stock_options']], ['0.2904', '0.118045112782', '0.942', ['poi', 'from_messages', 'director_fees', 'resto_dirfees']], ['0.316083333333', '0.187619526925', '0.932', ['poi', 'from_messages', 'director_fees', 'bonus']], ['0.2912', '0.152215954875', '0.9445', ['poi', 'from_messages', 'director_fees', 'total_stock_value']], ['0.298', '0.119180161943', '0.942', ['poi', 'from_messages', 'director_fees', 'from_poi_to_this_person']], ['0.2887', '0.117794172815', '0.942', ['poi', 'from_messages', 'director_fees', 'from_this_person_to_poi']], ['0.2825', '0.157630436633', '0.926', ['poi', 'from_messages', 'director_fees', 'restricted_stock']], ['0.296846153846', '0.171375977911', '0.931', ['poi', 'from_messages', 'director_fees', 'salary']], ['0.296071428571', '0.156897003582', '0.898', ['poi', 'from_messages', 'director_fees', 'total_payments']], ['0.315384615385', '0.176299493338', '0.9395', ['poi', 'from_messages', 'director_fees', 'exercised_stock_options']], ['0.245454545455', '0.186192468619', '0.9345', ['poi', 'from_messages', 'resto_dirfees', 'bonus']], ['0.193428571429', '0.144801223242', '0.947', ['poi', 'from_messages', 'resto_dirfees', 'total_stock_value']], ['0.194555555556', '0.114877357328', '0.932', ['poi', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person']], ['0.182888888889', '0.113409588708', '0.932', ['poi', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi']], ['0.220583333333', '0.1679161774', '0.9295', ['poi', 'from_messages', 'resto_dirfees', 'restricted_stock']], ['0.223083333333', '0.16933080466', '0.9375', ['poi', 'from_messages', 'resto_dirfees', 'salary']], ['0.223', '0.13692131523', '0.837', ['poi', 'from_messages', 'resto_dirfees', 'total_payments']], ['0.209923076923', '0.156034267654', '0.938', ['poi', 'from_messages', 'resto_dirfees', 'exercised_stock_options']], ['0.853714285714', '0.481566820276', '0.3135', ['poi', 'from_messages', 'bonus', 'total_stock_value']], ['0.794363636364', '0.383035714286', '0.2145', ['poi', 'from_messages', 'bonus', 'from_poi_to_this_person']], ['0.755909090909', '0.287134866377', '0.231', ['poi', 'from_messages', 'bonus', 'from_this_person_to_poi']], ['0.807666666667', '0.349609375', '0.179', ['poi', 'from_messages', 'bonus', 'restricted_stock']], ['0.8125', '0.369519832985', '0.177', ['poi', 'from_messages', 'bonus', 'salary']], ['0.834428571429', '0.290789473684', '0.1105', ['poi', 'from_messages', 'bonus', 'total_payments']], ['0.846692307692', '0.502723735409', '0.323', ['poi', 'from_messages', 'bonus', 'exercised_stock_options']], ['0.863928571429', '0.546983184965', '0.2765', ['poi', 'from_messages', 'total_stock_value', 'from_poi_to_this_person']], ['0.864285714286', '0.549603174603', '0.277', ['poi', 'from_messages', 'total_stock_value', 'from_this_person_to_poi']], ['0.861857142857', '0.533400809717', '0.2635', ['poi', 'from_messages', 'total_stock_value', 'restricted_stock']], ['0.851357142857', '0.463871543265', '0.26', ['poi', 'from_messages', 'total_stock_value', 'salary']], ['0.854', '0.395604395604', '0.18', ['poi', 'from_messages', 'total_stock_value', 'total_payments']], ['0.843571428571', '0.426923076923', '0.2775', ['poi', 'from_messages', 'total_stock_value', 'exercised_stock_options']], ['0.822111111111', '0.00656814449918', '0.004', ['poi', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.801666666667', '0.247340425532', '0.093', ['poi', 'from_messages', 'from_poi_to_this_person', 'restricted_stock']], ['0.784416666667', '0.256026600166', '0.154', ['poi', 'from_messages', 'from_poi_to_this_person', 'salary']], ['0.833071428571', '0.190825688073', '0.052', ['poi', 'from_messages', 'from_poi_to_this_person', 'total_payments']], ['0.842666666667', '0.551001821494', '0.3025', ['poi', 'from_messages', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.76925', '0.180912863071', '0.109', ['poi', 'from_messages', 'from_this_person_to_poi', 'restricted_stock']], ['0.753416666667', '0.196326789107', '0.155', ['poi', 'from_messages', 'from_this_person_to_poi', 'salary']], ['0.832142857143', '0.185251798561', '0.0515', ['poi', 'from_messages', 'from_this_person_to_poi', 'total_payments']], ['0.844416666667', '0.56220767072', '0.3005', ['poi', 'from_messages', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.819384615385', '0.302721088435', '0.1335', ['poi', 'from_messages', 'restricted_stock', 'salary']], ['0.833928571429', '0.231404958678', '0.07', ['poi', 'from_messages', 'restricted_stock', 'total_payments']], ['0.846857142857', '0.439899833055', '0.2635', ['poi', 'from_messages', 'restricted_stock', 'exercised_stock_options']], ['0.833928571429', '0.202925045704', '0.0555', ['poi', 'from_messages', 'salary', 'total_payments']], ['0.844384615385', '0.489341983318', '0.264', ['poi', 'from_messages', 'salary', 'exercised_stock_options']], ['0.8594', '0.434730538922', '0.1815', ['poi', 'from_messages', 'total_payments', 'exercised_stock_options']], ['0.320818181818', '0.204366151518', '0.9455', ['poi', 'other', 'director_fees', 'resto_dirfees']], ['0.317545454545', '0.200999022695', '0.9255', ['poi', 'other', 'director_fees', 'bonus']], ['0.258066666667', '0.141690870555', '0.9025', ['poi', 'other', 'director_fees', 'total_stock_value']], ['0.278769230769', '0.168404963136', '0.9365', ['poi', 'other', 'director_fees', 'from_poi_to_this_person']], ['0.29075', '0.176745109721', '0.89', ['poi', 'other', 'director_fees', 'from_this_person_to_poi']], ['0.268153846154', '0.16675536633', '0.94', ['poi', 'other', 'director_fees', 'restricted_stock']], ['0.302333333333', '0.185736831722', '0.9415', ['poi', 'other', 'director_fees', 'salary']], ['0.732', '0.235189150607', '0.3295', ['poi', 'other', 'director_fees', 'total_payments']], ['0.256071428571', '0.155151217113', '0.9465', ['poi', 'other', 'director_fees', 'exercised_stock_options']], ['0.2332', '0.199915290131', '0.944', ['poi', 'other', 'resto_dirfees', 'bonus']], ['0.215', '0.142288715582', '0.894', ['poi', 'other', 'resto_dirfees', 'total_stock_value']], ['0.208909090909', '0.177912341407', '0.9255', ['poi', 'other', 'resto_dirfees', 'from_poi_to_this_person']], ['0.204636363636', '0.172283189278', '0.887', ['poi', 'other', 'resto_dirfees', 'from_this_person_to_poi']], ['0.193333333333', '0.163688912244', '0.9345', ['poi', 'other', 'resto_dirfees', 'restricted_stock']], ['0.2264', '0.197723440135', '0.938', ['poi', 'other', 'resto_dirfees', 'salary']], ['0.226230769231', '0.148600331386', '0.852', ['poi', 'other', 'resto_dirfees', 'total_payments']], ['0.226692307692', '0.152618410836', '0.8845', ['poi', 'other', 'resto_dirfees', 'exercised_stock_options']], ['0.841857142857', '0.406631762653', '0.233', ['poi', 'other', 'bonus', 'total_stock_value']], ['0.800454545455', '0.355982274742', '0.1205', ['poi', 'other', 'bonus', 'from_poi_to_this_person']], ['0.787636363636', '0.298076923077', '0.124', ['poi', 'other', 'bonus', 'from_this_person_to_poi']], ['0.797083333333', '0.259136212625', '0.117', ['poi', 'other', 'bonus', 'restricted_stock']], ['0.7807', '0.35085007728', '0.1135', ['poi', 'other', 'bonus', 'salary']], ['0.818923076923', '0.29028436019', '0.1225', ['poi', 'other', 'bonus', 'total_payments']], ['0.838307692308', '0.447959183673', '0.2195', ['poi', 'other', 'bonus', 'exercised_stock_options']], ['0.845714285714', '0.409706546275', '0.1815', ['poi', 'other', 'total_stock_value', 'from_poi_to_this_person']], ['0.850071428571', '0.439707673569', '0.1805', ['poi', 'other', 'total_stock_value', 'from_this_person_to_poi']], ['0.8515', '0.452004860267', '0.186', ['poi', 'other', 'total_stock_value', 'restricted_stock']], ['0.845785714286', '0.410372040586', '0.182', ['poi', 'other', 'total_stock_value', 'salary']], ['0.840266666667', '0.315298507463', '0.169', ['poi', 'other', 'total_stock_value', 'total_payments']], ['0.841846153846', '0.470893970894', '0.2265', ['poi', 'other', 'total_stock_value', 'exercised_stock_options']], ['0.773090909091', '0.004', '0.001', ['poi', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.804461538462', '0.13672922252', '0.051', ['poi', 'other', 'from_poi_to_this_person', 'restricted_stock']], ['0.789909090909', '0.198058252427', '0.051', ['poi', 'other', 'from_poi_to_this_person', 'salary']], ['0.815692307692', '0.00746268656716', '0.0015', ['poi', 'other', 'from_poi_to_this_person', 'total_payments']], ['0.842153846154', '0.467661691542', '0.188', ['poi', 'other', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.78475', '0.123870967742', '0.048', ['poi', 'other', 'from_this_person_to_poi', 'restricted_stock']], ['0.781545454545', '0.178628389155', '0.056', ['poi', 'other', 'from_this_person_to_poi', 'salary']], ['0.817076923077', '0.0128865979381', '0.0025', ['poi', 'other', 'from_this_person_to_poi', 'total_payments']], ['0.841076923077', '0.458227848101', '0.181', ['poi', 'other', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.7965', '0.141233766234', '0.0435', ['poi', 'other', 'restricted_stock', 'salary']], ['0.820357142857', '0.165149544863', '0.0635', ['poi', 'other', 'restricted_stock', 'total_payments']], ['0.847357142857', '0.423804226919', '0.1905', ['poi', 'other', 'restricted_stock', 'exercised_stock_options']], ['0.820384615385', '0.202486678508', '0.057', ['poi', 'other', 'salary', 'total_payments']], ['0.839', '0.438247011952', '0.165', ['poi', 'other', 'salary', 'exercised_stock_options']], ['0.839142857143', '0.365957446809', '0.172', ['poi', 'other', 'total_payments', 'exercised_stock_options']], ['0.3558', '0.236910684672', '1.0', ['poi', 'director_fees', 'resto_dirfees', 'bonus']], ['0.258', '0.161446561188', '1.0', ['poi', 'director_fees', 'resto_dirfees', 'total_stock_value']], ['0.299333333333', '0.136873802354', '1.0', ['poi', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person']], ['0.390888888889', '0.25846281909', '0.9315', ['poi', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi']], ['0.280307692308', '0.175432403812', '0.994', ['poi', 'director_fees', 'resto_dirfees', 'restricted_stock']], ['0.324', '0.211096938776', '0.993', ['poi', 'director_fees', 'resto_dirfees', 'salary']], ['0.277076923077', '0.16961414791', '0.9495', ['poi', 'director_fees', 'resto_dirfees', 'total_payments']], ['0.228166666667', '0.0974468914442', '1.0', ['poi', 'director_fees', 'resto_dirfees', 'exercised_stock_options']], ['0.260428571429', '0.161890885543', '1.0', ['poi', 'director_fees', 'bonus', 'total_stock_value']], ['0.300833333333', '0.192492781521', '1.0', ['poi', 'director_fees', 'bonus', 'from_poi_to_this_person']], ['0.311', '0.200922054251', '0.937', ['poi', 'director_fees', 'bonus', 'from_this_person_to_poi']], ['0.280153846154', '0.175458715596', '0.9945', ['poi', 'director_fees', 'bonus', 'restricted_stock']], ['0.324090909091', '0.211119379186', '0.993', ['poi', 'director_fees', 'bonus', 'salary']], ['0.606846153846', '0.220082778478', '0.6115', ['poi', 'director_fees', 'bonus', 'total_payments']], ['0.260857142857', '0.161969549725', '1.0', ['poi', 'director_fees', 'bonus', 'exercised_stock_options']], ['0.249066666667', '0.150784077201', '1.0', ['poi', 'director_fees', 'total_stock_value', 'from_poi_to_this_person']], ['0.258428571429', '0.161524794056', '1.0', ['poi', 'director_fees', 'total_stock_value', 'from_this_person_to_poi']], ['0.256214285714', '0.160902861749', '0.998', ['poi', 'director_fees', 'total_stock_value', 'restricted_stock']], ['0.248666666667', '0.150715900528', '1.0', ['poi', 'director_fees', 'total_stock_value', 'salary']], ['0.756333333333', '0.240025133522', '0.382', ['poi', 'director_fees', 'total_stock_value', 'total_payments']], ['0.333857142857', '0.159825408618', '0.8605', ['poi', 'director_fees', 'total_stock_value', 'exercised_stock_options']], ['0.3586', '0.227059114519', '0.918', ['poi', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.274769230769', '0.174381904261', '0.9945', ['poi', 'director_fees', 'from_poi_to_this_person', 'restricted_stock']], ['0.282692307692', '0.175454142667', '0.99', ['poi', 'director_fees', 'from_poi_to_this_person', 'salary']], ['0.2575', '0.155801558016', '0.95', ['poi', 'director_fees', 'from_poi_to_this_person', 'total_payments']], ['0.272923076923', '0.174641983933', '1.0', ['poi', 'director_fees', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.271', '0.166770656921', '0.9355', ['poi', 'director_fees', 'from_this_person_to_poi', 'restricted_stock']], ['0.291583333333', '0.18216485773', '0.9315', ['poi', 'director_fees', 'from_this_person_to_poi', 'salary']], ['0.255714285714', '0.155031137332', '0.946', ['poi', 'director_fees', 'from_this_person_to_poi', 'total_payments']], ['0.278230769231', '0.175700606167', '1.0', ['poi', 'director_fees', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.275', '0.17482701235', '0.998', ['poi', 'director_fees', 'restricted_stock', 'salary']], ['0.703214285714', '0.215624175244', '0.4085', ['poi', 'director_fees', 'restricted_stock', 'total_payments']], ['0.255357142857', '0.160965794769', '1.0', ['poi', 'director_fees', 'restricted_stock', 'exercised_stock_options']], ['0.344769230769', '0.175398406375', '0.8805', ['poi', 'director_fees', 'salary', 'total_payments']], ['0.260642857143', '0.16193020808', '1.0', ['poi', 'director_fees', 'salary', 'exercised_stock_options']], ['0.740142857143', '0.240494296578', '0.3795', ['poi', 'director_fees', 'total_payments', 'exercised_stock_options']], ['0.23', '0.161282138024', '0.9535', ['poi', 'resto_dirfees', 'bonus', 'total_stock_value']], ['0.219727272727', '0.188982330152', '1.0', ['poi', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']], ['0.2294', '0.197839440796', '0.934', ['poi', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']], ['0.201916666667', '0.17219001471', '0.995', ['poi', 'resto_dirfees', 'bonus', 'restricted_stock']], ['0.2351', '0.205689277899', '0.987', ['poi', 'resto_dirfees', 'bonus', 'salary']], ['0.224384615385', '0.150661249892', '0.8715', ['poi', 'resto_dirfees', 'bonus', 'total_payments']], ['0.224692307692', '0.162390305056', '0.9715', ['poi', 'resto_dirfees', 'bonus', 'exercised_stock_options']], ['0.170714285714', '0.146743126011', '0.998', ['poi', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']], ['0.184461538462', '0.158596602635', '0.999', ['poi', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']], ['0.230692307692', '0.160081570227', '0.942', ['poi', 'resto_dirfees', 'total_stock_value', 'restricted_stock']], ['0.202285714286', '0.149219467401', '0.975', ['poi', 'resto_dirfees', 'total_stock_value', 'salary']], ['0.2268', '0.132935597369', '0.869', ['poi', 'resto_dirfees', 'total_stock_value', 'total_payments']], ['0.237307692308', '0.160387882949', '0.9345', ['poi', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']], ['0.17175', '0.125731772219', '0.945', ['poi', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.195', '0.170905653892', '0.9945', ['poi', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']], ['0.215636363636', '0.187004155648', '0.99', ['poi', 'resto_dirfees', 'from_poi_to_this_person', 'salary']], ['0.216571428571', '0.140417000802', '0.8755', ['poi', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']], ['0.198333333333', '0.172060595627', '0.9995', ['poi', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.191833333333', '0.163313505948', '0.9335', ['poi', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']], ['0.207909090909', '0.177786310838', '0.926', ['poi', 'resto_dirfees', 'from_this_person_to_poi', 'salary']], ['0.230384615385', '0.151441260995', '0.8695', ['poi', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']], ['0.196333333333', '0.170857733379', '0.992', ['poi', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.198916666667', '0.171655309238', '0.995', ['poi', 'resto_dirfees', 'restricted_stock', 'salary']], ['0.209142857143', '0.138219811772', '0.8665', ['poi', 'resto_dirfees', 'restricted_stock', 'total_payments']], ['0.225384615385', '0.160582099596', '0.9545', ['poi', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']], ['0.224615384615', '0.15027700831', '0.868', ['poi', 'resto_dirfees', 'salary', 'total_payments']], ['0.199692307692', '0.160197315219', '0.9905', ['poi', 'resto_dirfees', 'salary', 'exercised_stock_options']], ['0.223785714286', '0.14214222294', '0.8805', ['poi', 'resto_dirfees', 'total_payments', 'exercised_stock_options']], ['0.849307692308', '0.51747655584', '0.3035', ['poi', 'bonus', 'total_stock_value', 'from_poi_to_this_person']], ['0.847615384615', '0.508550855086', '0.2825', ['poi', 'bonus', 'total_stock_value', 'from_this_person_to_poi']], ['0.845076923077', '0.494127516779', '0.2945', ['poi', 'bonus', 'total_stock_value', 'restricted_stock']], ['0.841461538462', '0.475889328063', '0.301', ['poi', 'bonus', 'total_stock_value', 'salary']], ['0.849133333333', '0.389958158996', '0.233', ['poi', 'bonus', 'total_stock_value', 'total_payments']], ['0.843', '0.485813148789', '0.351', ['poi', 'bonus', 'total_stock_value', 'exercised_stock_options']], ['0.7848', '0.408653846154', '0.17', ['poi', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.813333333333', '0.377800407332', '0.1855', ['poi', 'bonus', 'from_poi_to_this_person', 'restricted_stock']], ['0.799090909091', '0.384105960265', '0.174', ['poi', 'bonus', 'from_poi_to_this_person', 'salary']], ['0.831461538462', '0.358518518519', '0.121', ['poi', 'bonus', 'from_poi_to_this_person', 'total_payments']], ['0.842846153846', '0.48170212766', '0.283', ['poi', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.805916666667', '0.3388834476', '0.173', ['poi', 'bonus', 'from_this_person_to_poi', 'restricted_stock']], ['0.788454545455', '0.3385982231', '0.1715', ['poi', 'bonus', 'from_this_person_to_poi', 'salary']], ['0.832769230769', '0.373913043478', '0.129', ['poi', 'bonus', 'from_this_person_to_poi', 'total_payments']], ['0.846615384615', '0.502707581227', '0.2785', ['poi', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.810083333333', '0.363636363636', '0.186', ['poi', 'bonus', 'restricted_stock', 'salary']], ['0.829142857143', '0.288336933045', '0.1335', ['poi', 'bonus', 'restricted_stock', 'total_payments']], ['0.842', '0.478225806452', '0.2965', ['poi', 'bonus', 'restricted_stock', 'exercised_stock_options']], ['0.826769230769', '0.337209302326', '0.1305', ['poi', 'bonus', 'salary', 'total_payments']], ['0.842769230769', '0.4828125', '0.309', ['poi', 'bonus', 'salary', 'exercised_stock_options']], ['0.849214285714', '0.447393364929', '0.236', ['poi', 'bonus', 'total_payments', 'exercised_stock_options']], ['0.861538461538', '0.61655011655', '0.2645', ['poi', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.8675', '0.575442247659', '0.2765', ['poi', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']], ['0.851384615385', '0.540963855422', '0.2245', ['poi', 'total_stock_value', 'from_poi_to_this_person', 'salary']], ['0.852733333333', '0.388947927736', '0.183', ['poi', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']], ['0.838923076923', '0.459552495697', '0.267', ['poi', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.853769230769', '0.551083591331', '0.267', ['poi', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']], ['0.864', '0.558252427184', '0.23', ['poi', 'total_stock_value', 'from_this_person_to_poi', 'salary']], ['0.852533333333', '0.387234042553', '0.182', ['poi', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']], ['0.842769230769', '0.481574539363', '0.2875', ['poi', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.861142857143', '0.529166666667', '0.254', ['poi', 'total_stock_value', 'restricted_stock', 'salary']], ['0.8538', '0.393839383938', '0.179', ['poi', 'total_stock_value', 'restricted_stock', 'total_payments']], ['0.845692307692', '0.497368421053', '0.2835', ['poi', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']], ['0.8492', '0.363825363825', '0.175', ['poi', 'total_stock_value', 'salary', 'total_payments']], ['0.842846153846', '0.480648064806', '0.267', ['poi', 'total_stock_value', 'salary', 'exercised_stock_options']], ['0.848266666667', '0.385', '0.231', ['poi', 'total_stock_value', 'total_payments', 'exercised_stock_options']], ['0.8065', '0.229865771812', '0.0685', ['poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']], ['0.789', '0.287978863937', '0.109', ['poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']], ['0.834928571429', '0.0762942779292', '0.014', ['poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']], ['0.846333333333', '0.591549295775', '0.252', ['poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.81225', '0.325997248968', '0.1185', ['poi', 'from_poi_to_this_person', 'restricted_stock', 'salary']], ['0.826142857143', '0.172205438066', '0.057', ['poi', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']], ['0.862714285714', '0.537937743191', '0.2765', ['poi', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']], ['0.830692307692', '0.258992805755', '0.054', ['poi', 'from_poi_to_this_person', 'salary', 'total_payments']], ['0.852384615385', '0.546391752577', '0.2385', ['poi', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']], ['0.848928571429', '0.431952662722', '0.1825', ['poi', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']], ['0.803583333333', '0.280981595092', '0.1145', ['poi', 'from_this_person_to_poi', 'restricted_stock', 'salary']], ['0.828214285714', '0.1964017991', '0.0655', ['poi', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']], ['0.849769230769', '0.523016650343', '0.267', ['poi', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']], ['0.831', '0.277652370203', '0.0615', ['poi', 'from_this_person_to_poi', 'salary', 'total_payments']], ['0.851692307692', '0.541666666667', '0.234', ['poi', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']], ['0.850357142857', '0.442563482467', '0.183', ['poi', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']], ['0.828642857143', '0.200899550225', '0.067', ['poi', 'restricted_stock', 'salary', 'total_payments']], ['0.860642857143', '0.524623115578', '0.261', ['poi', 'restricted_stock', 'salary', 'exercised_stock_options']], ['0.852733333333', '0.387027027027', '0.179', ['poi', 'restricted_stock', 'total_payments', 'exercised_stock_options']], ['0.843214285714', '0.391061452514', '0.175', ['poi', 'salary', 'total_payments', 'exercised_stock_options']], ['0.811615384615', '0.321683876092', '0.2025', ['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'expenses']], ['0.843615384615', '0.485121731289', '0.269', ['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'deferred_income']], ['0.816666666667', '0.414089347079', '0.241', ['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'long_term_incentive']], ['0.326166666667', '0.190122199593', '0.9335', ['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred']], ['0.782916666667', '0.287420941673', '0.2045', ['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi']], ['0.7175', '0.187780772686', '0.209', ['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'from_messages']], ['0.803583333333', '0.231578947368', '0.077', ['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'other']], ['0.296076923077', '0.171520440974', '0.9335', ['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'director_fees']], ['0.232583333333', '0.170851976988', '0.9355', ['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'resto_dirfees']], ['0.807583333333', '0.357340720222', '0.1935', ['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'bonus']], ['0.848357142857', '0.442684063374', '0.2375', ['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'total_stock_value']], ['0.78275', '0.287613715885', '0.2055', ['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'from_poi_to_this_person']], ['0.79475', '0.273704789834', '0.14', ['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'from_this_person_to_poi']], ['0.815076923077', '0.282327586207', '0.131', ['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'restricted_stock']], ['0.804666666667', '0.341911764706', '0.186', ['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'salary']], ['0.8285', '0.203840472674', '0.069', ['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'total_payments']], ['0.843307692308', '0.482629107981', '0.257', ['poi', 'to_messages', 'salary_bonus', 'deferral_payments', 'exercised_stock_options']], ['0.855538461538', '0.557874762808', '0.294', ['poi', 'to_messages', 'salary_bonus', 'expenses', 'deferred_income']], ['0.823384615385', '0.375420875421', '0.223', ['poi', 'to_messages', 'salary_bonus', 'expenses', 'long_term_incentive']], ['0.284846153846', '0.177038151722', '1.0', ['poi', 'to_messages', 'salary_bonus', 'expenses', 'restricted_stock_deferred']], ['0.818076923077', '0.333637192343', '0.183', ['poi', 'to_messages', 'salary_bonus', 'expenses', 'shared_receipt_with_poi']], ['0.796461538462', '0.245669291339', '0.156', ['poi', 'to_messages', 'salary_bonus', 'expenses', 'from_messages']], ['0.816076923077', '0.217076700434', '0.075', ['poi', 'to_messages', 'salary_bonus', 'expenses', 'other']], ['0.281384615385', '0.175878509624', '0.996', ['poi', 'to_messages', 'salary_bonus', 'expenses', 'director_fees']], ['0.187846153846', '0.159098151689', '0.9985', ['poi', 'to_messages', 'salary_bonus', 'expenses', 'resto_dirfees']], ['0.825538461538', '0.386440677966', '0.228', ['poi', 'to_messages', 'salary_bonus', 'expenses', 'bonus']], ['0.840928571429', '0.409417398244', '0.2565', ['poi', 'to_messages', 'salary_bonus', 'expenses', 'total_stock_value']], ['0.831076923077', '0.394396551724', '0.183', ['poi', 'to_messages', 'salary_bonus', 'expenses', 'from_poi_to_this_person']], ['0.820307692308', '0.302352941176', '0.1285', ['poi', 'to_messages', 'salary_bonus', 'expenses', 'from_this_person_to_poi']], ['0.821714285714', '0.26647834275', '0.1415', ['poi', 'to_messages', 'salary_bonus', 'expenses', 'restricted_stock']], ['0.821846153846', '0.354511970534', '0.1925', ['poi', 'to_messages', 'salary_bonus', 'expenses', 'salary']], ['0.827785714286', '0.207681365576', '0.073', ['poi', 'to_messages', 'salary_bonus', 'expenses', 'total_payments']], ['0.844071428571', '0.423302598491', '0.2525', ['poi', 'to_messages', 'salary_bonus', 'expenses', 'exercised_stock_options']], ['0.856307692308', '0.548175182482', '0.3755', ['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'long_term_incentive']], ['0.284384615385', '0.176944174113', '1.0', ['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred']], ['0.834', '0.503278688525', '0.307', ['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi']], ['0.848833333333', '0.577242524917', '0.3475', ['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'from_messages']], ['0.838769230769', '0.44701986755', '0.2025', ['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'other']], ['0.289384615385', '0.177967609895', '1.0', ['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'director_fees']], ['0.199083333333', '0.172250452157', '1.0', ['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'resto_dirfees']], ['0.854833333333', '0.597432024169', '0.3955', ['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'bonus']], ['0.849571428571', '0.46499339498', '0.352', ['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'total_stock_value']], ['0.851', '0.592657342657', '0.339', ['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'from_poi_to_this_person']], ['0.844916666667', '0.558256496228', '0.333', ['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'from_this_person_to_poi']], ['0.839384615385', '0.46711509716', '0.3125', ['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'restricted_stock']], ['0.849846153846', '0.519867549669', '0.314', ['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'salary']], ['0.853214285714', '0.471022128556', '0.2235', ['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'total_payments']], ['0.857214285714', '0.500365764448', '0.342', ['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'exercised_stock_options']], ['0.309583333333', '0.194101041565', '0.997', ['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred']], ['0.791', '0.362211981567', '0.1965', ['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi']], ['0.784272727273', '0.329055912007', '0.1795', ['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'from_messages']], ['0.796', '0.221393034826', '0.089', ['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'other']], ['0.283538461538', '0.1761424017', '0.9945', ['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'director_fees']], ['0.200916666667', '0.172238058219', '0.997', ['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'resto_dirfees']], ['0.802181818182', '0.42347826087', '0.2435', ['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'bonus']], ['0.830214285714', '0.362709395484', '0.249', ['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'total_stock_value']], ['0.804727272727', '0.422755741127', '0.2025', ['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'from_poi_to_this_person']], ['0.789636363636', '0.320776255708', '0.1405', ['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'from_this_person_to_poi']], ['0.809384615385', '0.295726495726', '0.173', ['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'restricted_stock']], ['0.81575', '0.391572456321', '0.1905', ['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'salary']], ['0.824285714286', '0.211779448622', '0.0845', ['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'total_payments']], ['0.828307692308', '0.409090909091', '0.261', ['poi', 'to_messages', 'salary_bonus', 'long_term_incentive', 'exercised_stock_options']], ['0.313', '0.19374141652', '0.9875', ['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi']], ['0.334083333333', '0.192863734236', '0.9405', ['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'from_messages']], ['0.279923076923', '0.16869205149', '0.937', ['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'other']], ['0.38', '0.198807157058', '1.0', ['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'director_fees']], ['0.314833333333', '0.195656427314', '1.0', ['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'resto_dirfees']], ['0.315083333333', '0.195713866327', '1.0', ['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'bonus']], ['0.269642857143', '0.1635441381', '0.9995', ['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'total_stock_value']], ['0.31475', '0.195458549476', '0.9985', ['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'from_poi_to_this_person']], ['0.3075', '0.186941853542', '0.942', ['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'from_this_person_to_poi']], ['0.293230769231', '0.178072375493', '0.994', ['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'restricted_stock']], ['0.303333333333', '0.191740984878', '0.989', ['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'salary']], ['0.254142857143', '0.154412968724', '0.943', ['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'total_payments']], ['0.288923076923', '0.177528490028', '0.997', ['poi', 'to_messages', 'salary_bonus', 'restricted_stock_deferred', 'exercised_stock_options']], ['0.771', '0.276870163371', '0.161', ['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages']], ['0.78925', '0.179393939394', '0.074', ['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'other']], ['0.293666666667', '0.187451737452', '0.971', ['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'director_fees']], ['0.218272727273', '0.186865331688', '0.9845', ['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'resto_dirfees']], ['0.793818181818', '0.375', '0.201', ['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'bonus']], ['0.829142857143', '0.354383358098', '0.2385', ['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'total_stock_value']], ['0.797454545455', '0.38622754491', '0.1935', ['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'from_poi_to_this_person']], ['0.781727272727', '0.28230184582', '0.13', ['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'from_this_person_to_poi']], ['0.786916666667', '0.244729605866', '0.1335', ['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'restricted_stock']], ['0.802166666667', '0.318446601942', '0.164', ['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'salary']], ['0.813071428571', '0.161361141603', '0.0735', ['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'total_payments']], ['0.817615384615', '0.357417371253', '0.2325', ['poi', 'to_messages', 'salary_bonus', 'shared_receipt_with_poi', 'exercised_stock_options']], ['0.785916666667', '0.168028004667', '0.072', ['poi', 'to_messages', 'salary_bonus', 'from_messages', 'other']], ['0.318083333333', '0.187695726841', '0.929', ['poi', 'to_messages', 'salary_bonus', 'from_messages', 'director_fees']], ['0.246636363636', '0.186308751622', '0.9335', ['poi', 'to_messages', 'salary_bonus', 'from_messages', 'resto_dirfees']], ['0.789454545455', '0.350943396226', '0.186', ['poi', 'to_messages', 'salary_bonus', 'from_messages', 'bonus']], ['0.846428571429', '0.435677530017', '0.254', ['poi', 'to_messages', 'salary_bonus', 'from_messages', 'total_stock_value']], ['0.772181818182', '0.284129692833', '0.1665', ['poi', 'to_messages', 'salary_bonus', 'from_messages', 'from_poi_to_this_person']], ['0.751363636364', '0.247075017206', '0.1795', ['poi', 'to_messages', 'salary_bonus', 'from_messages', 'from_this_person_to_poi']], ['0.796333333333', '0.261802575107', '0.122', ['poi', 'to_messages', 'salary_bonus', 'from_messages', 'restricted_stock']], ['0.79975', '0.280739934712', '0.129', ['poi', 'to_messages', 'salary_bonus', 'from_messages', 'salary']], ['0.827357142857', '0.185520361991', '0.0615', ['poi', 'to_messages', 'salary_bonus', 'from_messages', 'total_payments']], ['0.833692307692', '0.431818181818', '0.2565', ['poi', 'to_messages', 'salary_bonus', 'from_messages', 'exercised_stock_options']], ['0.277384615385', '0.168489956958', '0.9395', ['poi', 'to_messages', 'salary_bonus', 'other', 'director_fees']], ['0.1935', '0.163717589348', '0.9345', ['poi', 'to_messages', 'salary_bonus', 'other', 'resto_dirfees']], ['0.81225', '0.3605292172', '0.1635', ['poi', 'to_messages', 'salary_bonus', 'other', 'bonus']], ['0.8335', '0.345759552656', '0.1855', ['poi', 'to_messages', 'salary_bonus', 'other', 'total_stock_value']], ['0.7995', '0.213276836158', '0.0755', ['poi', 'to_messages', 'salary_bonus', 'other', 'from_poi_to_this_person']], ['0.790083333333', '0.167733674776', '0.0655', ['poi', 'to_messages', 'salary_bonus', 'other', 'from_this_person_to_poi']], ['0.801307692308', '0.16144018583', '0.0695', ['poi', 'to_messages', 'salary_bonus', 'other', 'restricted_stock']], ['0.798583333333', '0.176744186047', '0.057', ['poi', 'to_messages', 'salary_bonus', 'other', 'salary']], ['0.822214285714', '0.171812080537', '0.064', ['poi', 'to_messages', 'salary_bonus', 'other', 'total_payments']], ['0.837357142857', '0.361361361361', '0.1805', ['poi', 'to_messages', 'salary_bonus', 'other', 'exercised_stock_options']], ['0.296666666667', '0.191570881226', '1.0', ['poi', 'to_messages', 'salary_bonus', 'director_fees', 'resto_dirfees']], ['0.298', '0.191864927091', '1.0', ['poi', 'to_messages', 'salary_bonus', 'director_fees', 'bonus']], ['0.251', '0.150427738663', '0.9935', ['poi', 'to_messages', 'salary_bonus', 'director_fees', 'total_stock_value']], ['0.298', '0.191509796389', '0.997', ['poi', 'to_messages', 'salary_bonus', 'director_fees', 'from_poi_to_this_person']], ['0.288333333333', '0.181472822911', '0.9315', ['poi', 'to_messages', 'salary_bonus', 'director_fees', 'from_this_person_to_poi']], ['0.263928571429', '0.161765903722', '0.993', ['poi', 'to_messages', 'salary_bonus', 'director_fees', 'restricted_stock']], ['0.279307692308', '0.174542884904', '0.988', ['poi', 'to_messages', 'salary_bonus', 'director_fees', 'salary']], ['0.661142857143', '0.230451866405', '0.5865', ['poi', 'to_messages', 'salary_bonus', 'director_fees', 'total_payments']], ['0.2595', '0.161227629768', '0.9955', ['poi', 'to_messages', 'salary_bonus', 'director_fees', 'exercised_stock_options']], ['0.221', '0.189232661557', '1.0', ['poi', 'to_messages', 'salary_bonus', 'resto_dirfees', 'bonus']], ['0.212357142857', '0.14965458356', '0.964', ['poi', 'to_messages', 'salary_bonus', 'resto_dirfees', 'total_stock_value']], ['0.220545454545', '0.188848920863', '0.9975', ['poi', 'to_messages', 'salary_bonus', 'resto_dirfees', 'from_poi_to_this_person']], ['0.210545454545', '0.17920906124', '0.9335', ['poi', 'to_messages', 'salary_bonus', 'resto_dirfees', 'from_this_person_to_poi']], ['0.186384615385', '0.158041623475', '0.991', ['poi', 'to_messages', 'salary_bonus', 'resto_dirfees', 'restricted_stock']], ['0.20275', '0.172282373322', '0.9945', ['poi', 'to_messages', 'salary_bonus', 'resto_dirfees', 'salary']], ['0.226642857143', '0.140974538355', '0.8665', ['poi', 'to_messages', 'salary_bonus', 'resto_dirfees', 'total_payments']], ['0.223461538462', '0.162792635175', '0.977', ['poi', 'to_messages', 'salary_bonus', 'resto_dirfees', 'exercised_stock_options']], ['0.846571428571', '0.448251748252', '0.3205', ['poi', 'to_messages', 'salary_bonus', 'bonus', 'total_stock_value']], ['0.806090909091', '0.439380127621', '0.241', ['poi', 'to_messages', 'salary_bonus', 'bonus', 'from_poi_to_this_person']], ['0.796363636364', '0.371794871795', '0.174', ['poi', 'to_messages', 'salary_bonus', 'bonus', 'from_this_person_to_poi']], ['0.809333333333', '0.378991596639', '0.2255', ['poi', 'to_messages', 'salary_bonus', 'bonus', 'restricted_stock']], ['0.817166666667', '0.408662900188', '0.217', ['poi', 'to_messages', 'salary_bonus', 'bonus', 'salary']], ['0.831357142857', '0.327931363203', '0.172', ['poi', 'to_messages', 'salary_bonus', 'bonus', 'total_payments']], ['0.840538461538', '0.473646209386', '0.328', ['poi', 'to_messages', 'salary_bonus', 'bonus', 'exercised_stock_options']], ['0.842714285714', '0.412326388889', '0.2375', ['poi', 'to_messages', 'salary_bonus', 'total_stock_value', 'from_poi_to_this_person']], ['0.844285714286', '0.420071047957', '0.2365', ['poi', 'to_messages', 'salary_bonus', 'total_stock_value', 'from_this_person_to_poi']], ['0.841071428571', '0.404741744285', '0.239', ['poi', 'to_messages', 'salary_bonus', 'total_stock_value', 'restricted_stock']], ['0.836571428571', '0.380991735537', '0.2305', ['poi', 'to_messages', 'salary_bonus', 'total_stock_value', 'salary']], ['0.843', '0.336706531739', '0.183', ['poi', 'to_messages', 'salary_bonus', 'total_stock_value', 'total_payments']], ['0.844857142857', '0.433125972006', '0.2785', ['poi', 'to_messages', 'salary_bonus', 'total_stock_value', 'exercised_stock_options']], ['0.795272727273', '0.340101522843', '0.134', ['poi', 'to_messages', 'salary_bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.800416666667', '0.280799112098', '0.1265', ['poi', 'to_messages', 'salary_bonus', 'from_poi_to_this_person', 'restricted_stock']], ['0.81275', '0.341463414634', '0.133', ['poi', 'to_messages', 'salary_bonus', 'from_poi_to_this_person', 'salary']], ['0.828357142857', '0.207547169811', '0.0715', ['poi', 'to_messages', 'salary_bonus', 'from_poi_to_this_person', 'total_payments']], ['0.834461538462', '0.430147058824', '0.234', ['poi', 'to_messages', 'salary_bonus', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.7925', '0.242105263158', '0.115', ['poi', 'to_messages', 'salary_bonus', 'from_this_person_to_poi', 'restricted_stock']], ['0.802083333333', '0.274909963986', '0.1145', ['poi', 'to_messages', 'salary_bonus', 'from_this_person_to_poi', 'salary']], ['0.827214285714', '0.194160583942', '0.0665', ['poi', 'to_messages', 'salary_bonus', 'from_this_person_to_poi', 'total_payments']], ['0.835769230769', '0.436140018921', '0.2305', ['poi', 'to_messages', 'salary_bonus', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.810307692308', '0.267928286853', '0.1345', ['poi', 'to_messages', 'salary_bonus', 'restricted_stock', 'salary']], ['0.821857142857', '0.195812807882', '0.0795', ['poi', 'to_messages', 'salary_bonus', 'restricted_stock', 'total_payments']], ['0.838142857143', '0.392220421394', '0.242', ['poi', 'to_messages', 'salary_bonus', 'restricted_stock', 'exercised_stock_options']], ['0.823285714286', '0.188976377953', '0.072', ['poi', 'to_messages', 'salary_bonus', 'salary', 'total_payments']], ['0.829615384615', '0.403932082216', '0.226', ['poi', 'to_messages', 'salary_bonus', 'salary', 'exercised_stock_options']], ['0.8512', '0.379166666667', '0.182', ['poi', 'to_messages', 'salary_bonus', 'total_payments', 'exercised_stock_options']], ['0.831071428571', '0.339207048458', '0.1925', ['poi', 'to_messages', 'deferral_payments', 'expenses', 'deferred_income']], ['0.825153846154', '0.399853264857', '0.2725', ['poi', 'to_messages', 'deferral_payments', 'expenses', 'long_term_incentive']], ['0.286285714286', '0.160896130346', '0.948', ['poi', 'to_messages', 'deferral_payments', 'expenses', 'restricted_stock_deferred']], ['0.748692307692', '0.112063686467', '0.0915', ['poi', 'to_messages', 'deferral_payments', 'expenses', 'shared_receipt_with_poi']], ['0.672384615385', '0.11620795107', '0.171', ['poi', 'to_messages', 'deferral_payments', 'expenses', 'from_messages']], ['0.798846153846', '0.0770288858322', '0.028', ['poi', 'to_messages', 'deferral_payments', 'expenses', 'other']], ['0.297642857143', '0.162864767152', '0.946', ['poi', 'to_messages', 'deferral_payments', 'expenses', 'director_fees']], ['0.209538461538', '0.155969404722', '0.938', ['poi', 'to_messages', 'deferral_payments', 'expenses', 'resto_dirfees']], ['0.809615384615', '0.316034082107', '0.204', ['poi', 'to_messages', 'deferral_payments', 'expenses', 'bonus']], ['0.861142857143', '0.526819923372', '0.275', ['poi', 'to_messages', 'deferral_payments', 'expenses', 'total_stock_value']], ['0.761615384615', '0.096252755327', '0.0655', ['poi', 'to_messages', 'deferral_payments', 'expenses', 'from_poi_to_this_person']], ['0.768615384615', '0.0677530017153', '0.0395', ['poi', 'to_messages', 'deferral_payments', 'expenses', 'from_this_person_to_poi']], ['0.817285714286', '0.24773960217', '0.137', ['poi', 'to_messages', 'deferral_payments', 'expenses', 'restricted_stock']], ['0.802615384615', '0.254340277778', '0.1465', ['poi', 'to_messages', 'deferral_payments', 'expenses', 'salary']], ['0.830785714286', '0.155140186916', '0.0415', ['poi', 'to_messages', 'deferral_payments', 'expenses', 'total_payments']], ['0.852857142857', '0.475', '0.285', ['poi', 'to_messages', 'deferral_payments', 'expenses', 'exercised_stock_options']], ['0.832846153846', '0.428571428571', '0.2595', ['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'long_term_incentive']], ['0.297923076923', '0.172923359339', '0.942', ['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred']], ['0.7825', '0.266819571865', '0.1745', ['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi']], ['0.737916666667', '0.237746220797', '0.2595', ['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'from_messages']], ['0.836928571429', '0.323345817728', '0.1295', ['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'other']], ['0.299846153846', '0.173501287238', '0.9435', ['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'director_fees']], ['0.213166666667', '0.166098348887', '0.9255', ['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'resto_dirfees']], ['0.844', '0.487132352941', '0.265', ['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'bonus']], ['0.856071428571', '0.493995196157', '0.3085', ['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'total_stock_value']], ['0.789416666667', '0.28023352794', '0.168', ['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'from_poi_to_this_person']], ['0.8065', '0.323851203501', '0.148', ['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'from_this_person_to_poi']], ['0.838785714286', '0.387576552931', '0.2215', ['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'restricted_stock']], ['0.852642857143', '0.4733276884', '0.2795', ['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'salary']], ['0.8395', '0.343472750317', '0.1355', ['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'total_payments']], ['0.865928571429', '0.550122249389', '0.3375', ['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'exercised_stock_options']], ['0.328916666667', '0.1910158244', '0.9355', ['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred']], ['0.767666666667', '0.228275862069', '0.1655', ['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi']], ['0.72425', '0.260344196265', '0.3555', ['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'from_messages']], ['0.795416666667', '0.172661870504', '0.06', ['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'other']], ['0.312307692308', '0.176245568203', '0.9445', ['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'director_fees']], ['0.232', '0.172178811557', '0.9475', ['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'resto_dirfees']], ['0.815083333333', '0.406808510638', '0.239', ['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'bonus']], ['0.8475', '0.442356959863', '0.259', ['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'total_stock_value']], ['0.772666666667', '0.232745961821', '0.1585', ['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'from_poi_to_this_person']], ['0.778166666667', '0.199090909091', '0.1095', ['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'from_this_person_to_poi']], ['0.810615384615', '0.275291828794', '0.1415', ['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'restricted_stock']], ['0.8055', '0.370542635659', '0.239', ['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'salary']], ['0.829', '0.211988304094', '0.0725', ['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'total_payments']], ['0.839846153846', '0.466115702479', '0.282', ['poi', 'to_messages', 'deferral_payments', 'long_term_incentive', 'exercised_stock_options']], ['0.341', '0.20868020868', '0.94', ['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi']], ['0.361818181818', '0.204427696656', '0.868', ['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'from_messages']], ['0.296692307692', '0.166058906031', '0.888', ['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'other']], ['0.41125', '0.213031161473', '0.94', ['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'director_fees']], ['0.334', '0.206911732335', '0.94', ['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'resto_dirfees']], ['0.326166666667', '0.190122199593', '0.9335', ['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'bonus']], ['0.289285714286', '0.161125319693', '0.945', ['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'total_stock_value']], ['0.340636363636', '0.208587595695', '0.94', ['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'from_poi_to_this_person']], ['0.331272727273', '0.19664703217', '0.868', ['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'from_this_person_to_poi']], ['0.307076923077', '0.174167751534', '0.9365', ['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'restricted_stock']], ['0.305076923077', '0.174170835649', '0.94', ['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'salary']], ['0.263571428571', '0.14877430262', '0.88', ['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'total_payments']], ['0.299230769231', '0.171805760709', '0.9305', ['poi', 'to_messages', 'deferral_payments', 'restricted_stock_deferred', 'exercised_stock_options']], ['0.672909090909', '0.214234620887', '0.2995', ['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages']], ['0.758833333333', '0.0742857142857', '0.039', ['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'other']], ['0.335166666667', '0.191537667699', '0.928', ['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees']], ['0.236090909091', '0.184176778139', '0.9335', ['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'resto_dirfees']], ['0.7815', '0.284027777778', '0.2045', ['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'bonus']], ['0.838428571429', '0.39765625', '0.2545', ['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'total_stock_value']], ['0.739272727273', '0.140132669983', '0.0845', ['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'from_poi_to_this_person']], ['0.730363636364', '0.0920608108108', '0.0545', ['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'from_this_person_to_poi']], ['0.777615384615', '0.158620689655', '0.1035', ['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'restricted_stock']], ['0.756333333333', '0.183561643836', '0.134', ['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'salary']], ['0.818785714286', '0.145310435931', '0.055', ['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'total_payments']], ['0.832615384615', '0.432411674347', '0.2815', ['poi', 'to_messages', 'deferral_payments', 'shared_receipt_with_poi', 'exercised_stock_options']], ['0.662666666667', '0.0968503937008', '0.123', ['poi', 'to_messages', 'deferral_payments', 'from_messages', 'other']], ['0.356583333333', '0.186657903385', '0.852', ['poi', 'to_messages', 'deferral_payments', 'from_messages', 'director_fees']], ['0.259727272727', '0.181346612719', '0.874', ['poi', 'to_messages', 'deferral_payments', 'from_messages', 'resto_dirfees']], ['0.71525', '0.184690698709', '0.2075', ['poi', 'to_messages', 'deferral_payments', 'from_messages', 'bonus']], ['0.826214285714', '0.363406940063', '0.288', ['poi', 'to_messages', 'deferral_payments', 'from_messages', 'total_stock_value']], ['0.692545454545', '0.222266881029', '0.2765', ['poi', 'to_messages', 'deferral_payments', 'from_messages', 'from_poi_to_this_person']], ['0.681363636364', '0.11430035879', '0.1115', ['poi', 'to_messages', 'deferral_payments', 'from_messages', 'from_this_person_to_poi']], ['0.722', '0.145741878841', '0.166', ['poi', 'to_messages', 'deferral_payments', 'from_messages', 'restricted_stock']], ['0.709833333333', '0.212344720497', '0.2735', ['poi', 'to_messages', 'deferral_payments', 'from_messages', 'salary']], ['0.818857142857', '0.145502645503', '0.055', ['poi', 'to_messages', 'deferral_payments', 'from_messages', 'total_payments']], ['0.834384615385', '0.450992953235', '0.352', ['poi', 'to_messages', 'deferral_payments', 'from_messages', 'exercised_stock_options']], ['0.287714285714', '0.153089643168', '0.8795', ['poi', 'to_messages', 'deferral_payments', 'other', 'director_fees']], ['0.205230769231', '0.148379473329', '0.879', ['poi', 'to_messages', 'deferral_payments', 'other', 'resto_dirfees']], ['0.8035', '0.236764705882', '0.0805', ['poi', 'to_messages', 'deferral_payments', 'other', 'bonus']], ['0.840714285714', '0.380457380457', '0.183', ['poi', 'to_messages', 'deferral_payments', 'other', 'total_stock_value']], ['0.769833333333', '0.0709459459459', '0.0315', ['poi', 'to_messages', 'deferral_payments', 'other', 'from_poi_to_this_person']], ['0.77875', '0.0104633781764', '0.0035', ['poi', 'to_messages', 'deferral_payments', 'other', 'from_this_person_to_poi']], ['0.810076923077', '0.174757281553', '0.063', ['poi', 'to_messages', 'deferral_payments', 'other', 'restricted_stock']], ['0.808076923077', '0.182284980745', '0.071', ['poi', 'to_messages', 'deferral_payments', 'other', 'salary']], ['0.823071428571', '0.0591497227357', '0.016', ['poi', 'to_messages', 'deferral_payments', 'other', 'total_payments']], ['0.842071428571', '0.389296956978', '0.1855', ['poi', 'to_messages', 'deferral_payments', 'other', 'exercised_stock_options']], ['0.307583333333', '0.185211056781', '0.928', ['poi', 'to_messages', 'deferral_payments', 'director_fees', 'resto_dirfees']], ['0.296153846154', '0.171536199926', '0.9335', ['poi', 'to_messages', 'deferral_payments', 'director_fees', 'bonus']], ['0.282933333333', '0.151322077095', '0.95', ['poi', 'to_messages', 'deferral_payments', 'director_fees', 'total_stock_value']], ['0.3345', '0.19137966591', '0.928', ['poi', 'to_messages', 'deferral_payments', 'director_fees', 'from_poi_to_this_person']], ['0.327916666667', '0.179879657975', '0.852', ['poi', 'to_messages', 'deferral_payments', 'director_fees', 'from_this_person_to_poi']], ['0.291071428571', '0.159666752555', '0.9295', ['poi', 'to_messages', 'deferral_payments', 'director_fees', 'restricted_stock']], ['0.287142857143', '0.159381936145', '0.9335', ['poi', 'to_messages', 'deferral_payments', 'director_fees', 'salary']], ['0.297428571429', '0.156376074373', '0.8915', ['poi', 'to_messages', 'deferral_payments', 'director_fees', 'total_payments']], ['0.303071428571', '0.162709800852', '0.9355', ['poi', 'to_messages', 'deferral_payments', 'director_fees', 'exercised_stock_options']], ['0.232333333333', '0.17080518532', '0.9355', ['poi', 'to_messages', 'deferral_payments', 'resto_dirfees', 'bonus']], ['0.207285714286', '0.146761919553', '0.945', ['poi', 'to_messages', 'deferral_payments', 'resto_dirfees', 'total_stock_value']], ['0.235636363636', '0.184085979097', '0.9335', ['poi', 'to_messages', 'deferral_payments', 'resto_dirfees', 'from_poi_to_this_person']], ['0.227454545455', '0.174839871898', '0.8735', ['poi', 'to_messages', 'deferral_payments', 'resto_dirfees', 'from_this_person_to_poi']], ['0.218615384615', '0.157284490002', '0.936', ['poi', 'to_messages', 'deferral_payments', 'resto_dirfees', 'restricted_stock']], ['0.214923076923', '0.156307589211', '0.933', ['poi', 'to_messages', 'deferral_payments', 'resto_dirfees', 'salary']], ['0.234142857143', '0.136522753792', '0.819', ['poi', 'to_messages', 'deferral_payments', 'resto_dirfees', 'total_payments']], ['0.218461538462', '0.156854499579', '0.9325', ['poi', 'to_messages', 'deferral_payments', 'resto_dirfees', 'exercised_stock_options']], ['0.849714285714', '0.450850661626', '0.2385', ['poi', 'to_messages', 'deferral_payments', 'bonus', 'total_stock_value']], ['0.780333333333', '0.281893004115', '0.2055', ['poi', 'to_messages', 'deferral_payments', 'bonus', 'from_poi_to_this_person']], ['0.795583333333', '0.275074478649', '0.1385', ['poi', 'to_messages', 'deferral_payments', 'bonus', 'from_this_person_to_poi']], ['0.815461538462', '0.288441145281', '0.136', ['poi', 'to_messages', 'deferral_payments', 'bonus', 'restricted_stock']], ['0.801583333333', '0.3303650935', '0.1855', ['poi', 'to_messages', 'deferral_payments', 'bonus', 'salary']], ['0.827714285714', '0.200581395349', '0.069', ['poi', 'to_messages', 'deferral_payments', 'bonus', 'total_payments']], ['0.842230769231', '0.476454293629', '0.258', ['poi', 'to_messages', 'deferral_payments', 'bonus', 'exercised_stock_options']], ['0.865071428571', '0.558606124604', '0.2645', ['poi', 'to_messages', 'deferral_payments', 'total_stock_value', 'from_poi_to_this_person']], ['0.867142857143', '0.576252723312', '0.2645', ['poi', 'to_messages', 'deferral_payments', 'total_stock_value', 'from_this_person_to_poi']], ['0.868642857143', '0.583941605839', '0.28', ['poi', 'to_messages', 'deferral_payments', 'total_stock_value', 'restricted_stock']], ['0.848857142857', '0.445692883895', '0.238', ['poi', 'to_messages', 'deferral_payments', 'total_stock_value', 'salary']], ['0.8488', '0.364919354839', '0.181', ['poi', 'to_messages', 'deferral_payments', 'total_stock_value', 'total_payments']], ['0.849857142857', '0.455958549223', '0.264', ['poi', 'to_messages', 'deferral_payments', 'total_stock_value', 'exercised_stock_options']], ['0.737454545455', '0.0819209039548', '0.0435', ['poi', 'to_messages', 'deferral_payments', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.786', '0.16638225256', '0.0975', ['poi', 'to_messages', 'deferral_payments', 'from_poi_to_this_person', 'restricted_stock']], ['0.755666666667', '0.189747003995', '0.1425', ['poi', 'to_messages', 'deferral_payments', 'from_poi_to_this_person', 'salary']], ['0.830857142857', '0.187074829932', '0.055', ['poi', 'to_messages', 'deferral_payments', 'from_poi_to_this_person', 'total_payments']], ['0.853384615385', '0.539495798319', '0.321', ['poi', 'to_messages', 'deferral_payments', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.802461538462', '0.166666666667', '0.071', ['poi', 'to_messages', 'deferral_payments', 'from_this_person_to_poi', 'restricted_stock']], ['0.7795', '0.221551724138', '0.1285', ['poi', 'to_messages', 'deferral_payments', 'from_this_person_to_poi', 'salary']], ['0.830785714286', '0.184615384615', '0.054', ['poi', 'to_messages', 'deferral_payments', 'from_this_person_to_poi', 'total_payments']], ['0.857', '0.564619615032', '0.308', ['poi', 'to_messages', 'deferral_payments', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.811538461538', '0.25', '0.1125', ['poi', 'to_messages', 'deferral_payments', 'restricted_stock', 'salary']], ['0.825857142857', '0.194986072423', '0.07', ['poi', 'to_messages', 'deferral_payments', 'restricted_stock', 'total_payments']], ['0.8545', '0.484092863285', '0.2815', ['poi', 'to_messages', 'deferral_payments', 'restricted_stock', 'exercised_stock_options']], ['0.828071428571', '0.175438596491', '0.055', ['poi', 'to_messages', 'deferral_payments', 'salary', 'total_payments']], ['0.853428571429', '0.475746268657', '0.255', ['poi', 'to_messages', 'deferral_payments', 'salary', 'exercised_stock_options']], ['0.8498', '0.370786516854', '0.1815', ['poi', 'to_messages', 'deferral_payments', 'total_payments', 'exercised_stock_options']], ['0.834846153846', '0.42966507177', '0.2245', ['poi', 'to_messages', 'expenses', 'deferred_income', 'long_term_incentive']], ['0.286923076923', '0.177462289264', '1.0', ['poi', 'to_messages', 'expenses', 'deferred_income', 'restricted_stock_deferred']], ['0.813153846154', '0.24794359577', '0.1055', ['poi', 'to_messages', 'expenses', 'deferred_income', 'shared_receipt_with_poi']], ['0.812692307692', '0.305976806423', '0.1715', ['poi', 'to_messages', 'expenses', 'deferred_income', 'from_messages']], ['0.832', '0.375', '0.138', ['poi', 'to_messages', 'expenses', 'deferred_income', 'other']], ['0.282384615385', '0.17642384106', '0.999', ['poi', 'to_messages', 'expenses', 'deferred_income', 'director_fees']], ['0.190307692308', '0.159613541999', '0.9995', ['poi', 'to_messages', 'expenses', 'deferred_income', 'resto_dirfees']], ['0.856230769231', '0.563530552861', '0.2905', ['poi', 'to_messages', 'expenses', 'deferred_income', 'bonus']], ['0.855428571429', '0.490551181102', '0.3115', ['poi', 'to_messages', 'expenses', 'deferred_income', 'total_stock_value']], ['0.820923076923', '0.290816326531', '0.114', ['poi', 'to_messages', 'expenses', 'deferred_income', 'from_poi_to_this_person']], ['0.818615384615', '0.273417721519', '0.108', ['poi', 'to_messages', 'expenses', 'deferred_income', 'from_this_person_to_poi']], ['0.8405', '0.394378966455', '0.2175', ['poi', 'to_messages', 'expenses', 'deferred_income', 'restricted_stock']], ['0.852', '0.537181996086', '0.2745', ['poi', 'to_messages', 'expenses', 'deferred_income', 'salary']], ['0.840785714286', '0.347536617843', '0.1305', ['poi', 'to_messages', 'expenses', 'deferred_income', 'total_payments']], ['0.857214285714', '0.500410846343', '0.3045', ['poi', 'to_messages', 'expenses', 'deferred_income', 'exercised_stock_options']], ['0.269214285714', '0.159566548102', '0.9645', ['poi', 'to_messages', 'expenses', 'long_term_incentive', 'restricted_stock_deferred']], ['0.814846153846', '0.303381642512', '0.157', ['poi', 'to_messages', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi']], ['0.808384615385', '0.355673133451', '0.3025', ['poi', 'to_messages', 'expenses', 'long_term_incentive', 'from_messages']], ['0.816384615385', '0.116831683168', '0.0295', ['poi', 'to_messages', 'expenses', 'long_term_incentive', 'other']], ['0.2565', '0.155792058944', '0.9515', ['poi', 'to_messages', 'expenses', 'long_term_incentive', 'director_fees']], ['0.180153846154', '0.153790786948', '0.9615', ['poi', 'to_messages', 'expenses', 'long_term_incentive', 'resto_dirfees']], ['0.822923076923', '0.37181663837', '0.219', ['poi', 'to_messages', 'expenses', 'long_term_incentive', 'bonus']], ['0.843', '0.420161290323', '0.2605', ['poi', 'to_messages', 'expenses', 'long_term_incentive', 'total_stock_value']], ['0.819538461538', '0.302961275626', '0.133', ['poi', 'to_messages', 'expenses', 'long_term_incentive', 'from_poi_to_this_person']], ['0.811846153846', '0.228710462287', '0.094', ['poi', 'to_messages', 'expenses', 'long_term_incentive', 'from_this_person_to_poi']], ['0.825428571429', '0.273469387755', '0.134', ['poi', 'to_messages', 'expenses', 'long_term_incentive', 'restricted_stock']], ['0.832153846154', '0.407894736842', '0.2015', ['poi', 'to_messages', 'expenses', 'long_term_incentive', 'salary']], ['0.831', '0.20578778135', '0.064', ['poi', 'to_messages', 'expenses', 'long_term_incentive', 'total_payments']], ['0.841642857143', '0.414229249012', '0.262', ['poi', 'to_messages', 'expenses', 'long_term_incentive', 'exercised_stock_options']], ['0.275692307692', '0.16940085592', '0.95', ['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi']], ['0.300692307692', '0.172833810095', '0.9365', ['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'from_messages']], ['0.259071428571', '0.151154070494', '0.907', ['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'other']], ['0.363928571429', '0.183402109124', '1.0', ['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'director_fees']], ['0.282846153846', '0.176631634726', '1.0', ['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'resto_dirfees']], ['0.284846153846', '0.177038151722', '1.0', ['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'bonus']], ['0.259357142857', '0.155795015218', '0.947', ['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'total_stock_value']], ['0.282', '0.175486725664', '0.9915', ['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'from_poi_to_this_person']], ['0.274923076923', '0.166696588869', '0.9285', ['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'from_this_person_to_poi']], ['0.27', '0.158581159661', '0.9545', ['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'restricted_stock']], ['0.269071428571', '0.159371121225', '0.963', ['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'salary']], ['0.246428571429', '0.146752602876', '0.888', ['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'total_payments']], ['0.259428571429', '0.15586445139', '0.9475', ['poi', 'to_messages', 'expenses', 'restricted_stock_deferred', 'exercised_stock_options']], ['0.753416666667', '0.150255288111', '0.103', ['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'from_messages']], ['0.802076923077', '0.0152284263959', '0.0045', ['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'other']], ['0.273461538462', '0.168905096504', '0.9495', ['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'director_fees']], ['0.181384615385', '0.152652733119', '0.9495', ['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees']], ['0.817307692308', '0.330928764653', '0.1835', ['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'bonus']], ['0.842714285714', '0.417348608838', '0.255', ['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'total_stock_value']], ['0.780333333333', '0.0431034482759', '0.015', ['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'from_poi_to_this_person']], ['0.77775', '0.0145560407569', '0.005', ['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'from_this_person_to_poi']], ['0.805923076923', '0.196283391405', '0.0845', ['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'restricted_stock']], ['0.813615384615', '0.264738598443', '0.119', ['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'salary']], ['0.822642857143', '0.107317073171', '0.033', ['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'total_payments']], ['0.841428571429', '0.412', '0.2575', ['poi', 'to_messages', 'expenses', 'shared_receipt_with_poi', 'exercised_stock_options']], ['0.782230769231', '0.0764525993884', '0.0375', ['poi', 'to_messages', 'expenses', 'from_messages', 'other']], ['0.300769230769', '0.172789366808', '0.936', ['poi', 'to_messages', 'expenses', 'from_messages', 'director_fees']], ['0.207153846154', '0.153788447112', '0.9225', ['poi', 'to_messages', 'expenses', 'from_messages', 'resto_dirfees']], ['0.796', '0.246500777605', '0.1585', ['poi', 'to_messages', 'expenses', 'from_messages', 'bonus']], ['0.864214285714', '0.547826086957', '0.2835', ['poi', 'to_messages', 'expenses', 'from_messages', 'total_stock_value']], ['0.741916666667', '0.145442792502', '0.1125', ['poi', 'to_messages', 'expenses', 'from_messages', 'from_poi_to_this_person']], ['0.75075', '0.0887966804979', '0.0535', ['poi', 'to_messages', 'expenses', 'from_messages', 'from_this_person_to_poi']], ['0.810307692308', '0.238789237668', '0.1065', ['poi', 'to_messages', 'expenses', 'from_messages', 'restricted_stock']], ['0.787846153846', '0.23570432357', '0.169', ['poi', 'to_messages', 'expenses', 'from_messages', 'salary']], ['0.833071428571', '0.185046728972', '0.0495', ['poi', 'to_messages', 'expenses', 'from_messages', 'total_payments']], ['0.854214285714', '0.482433590403', '0.2815', ['poi', 'to_messages', 'expenses', 'from_messages', 'exercised_stock_options']], ['0.254785714286', '0.149355509356', '0.898', ['poi', 'to_messages', 'expenses', 'other', 'director_fees']], ['0.172307692308', '0.144826467726', '0.893', ['poi', 'to_messages', 'expenses', 'other', 'resto_dirfees']], ['0.815692307692', '0.217142857143', '0.076', ['poi', 'to_messages', 'expenses', 'other', 'bonus']], ['0.8465', '0.415244596132', '0.1825', ['poi', 'to_messages', 'expenses', 'other', 'total_stock_value']], ['0.811076923077', '0.0189873417722', '0.0045', ['poi', 'to_messages', 'expenses', 'other', 'from_poi_to_this_person']], ['0.802538461538', '0.018675721562', '0.0055', ['poi', 'to_messages', 'expenses', 'other', 'from_this_person_to_poi']], ['0.817857142857', '0.138157894737', '0.0525', ['poi', 'to_messages', 'expenses', 'other', 'restricted_stock']], ['0.821', '0.198895027624', '0.054', ['poi', 'to_messages', 'expenses', 'other', 'salary']], ['0.823214285714', '0.0240480961924', '0.006', ['poi', 'to_messages', 'expenses', 'other', 'total_payments']], ['0.8445', '0.400895856663', '0.179', ['poi', 'to_messages', 'expenses', 'other', 'exercised_stock_options']], ['0.280692307692', '0.176195929874', '1.0', ['poi', 'to_messages', 'expenses', 'director_fees', 'resto_dirfees']], ['0.281615384615', '0.176096742872', '0.9975', ['poi', 'to_messages', 'expenses', 'director_fees', 'bonus']], ['0.246666666667', '0.144875515503', '0.9485', ['poi', 'to_messages', 'expenses', 'director_fees', 'total_stock_value']], ['0.279538461538', '0.174704115881', '0.989', ['poi', 'to_messages', 'expenses', 'director_fees', 'from_poi_to_this_person']], ['0.273692307692', '0.165618260244', '0.9215', ['poi', 'to_messages', 'expenses', 'director_fees', 'from_this_person_to_poi']], ['0.259428571429', '0.15524060646', '0.942', ['poi', 'to_messages', 'expenses', 'director_fees', 'restricted_stock']], ['0.255571428571', '0.15534457358', '0.949', ['poi', 'to_messages', 'expenses', 'director_fees', 'salary']], ['0.439857142857', '0.187593582888', '0.877', ['poi', 'to_messages', 'expenses', 'director_fees', 'total_payments']], ['0.255857142857', '0.155056548107', '0.946', ['poi', 'to_messages', 'expenses', 'director_fees', 'exercised_stock_options']], ['0.188', '0.159232117253', '0.9995', ['poi', 'to_messages', 'expenses', 'resto_dirfees', 'bonus']], ['0.2015', '0.14513260651', '0.9385', ['poi', 'to_messages', 'expenses', 'resto_dirfees', 'total_stock_value']], ['0.186538461538', '0.157356349397', '0.9845', ['poi', 'to_messages', 'expenses', 'resto_dirfees', 'from_poi_to_this_person']], ['0.178230769231', '0.14849000081', '0.917', ['poi', 'to_messages', 'expenses', 'resto_dirfees', 'from_this_person_to_poi']], ['0.1695', '0.141879324455', '0.9535', ['poi', 'to_messages', 'expenses', 'resto_dirfees', 'restricted_stock']], ['0.179538461538', '0.153249039693', '0.9575', ['poi', 'to_messages', 'expenses', 'resto_dirfees', 'salary']], ['0.216785714286', '0.133153285866', '0.8135', ['poi', 'to_messages', 'expenses', 'resto_dirfees', 'total_payments']], ['0.193357142857', '0.14435514734', '0.943', ['poi', 'to_messages', 'expenses', 'resto_dirfees', 'exercised_stock_options']], ['0.841785714286', '0.414342629482', '0.26', ['poi', 'to_messages', 'expenses', 'bonus', 'total_stock_value']], ['0.831846153846', '0.399132321041', '0.184', ['poi', 'to_messages', 'expenses', 'bonus', 'from_poi_to_this_person']], ['0.822', '0.311298076923', '0.1295', ['poi', 'to_messages', 'expenses', 'bonus', 'from_this_person_to_poi']], ['0.822285714286', '0.271535580524', '0.145', ['poi', 'to_messages', 'expenses', 'bonus', 'restricted_stock']], ['0.821615384615', '0.353535353535', '0.1925', ['poi', 'to_messages', 'expenses', 'bonus', 'salary']], ['0.827928571429', '0.210749646393', '0.0745', ['poi', 'to_messages', 'expenses', 'bonus', 'total_payments']], ['0.844714285714', '0.427013422819', '0.2545', ['poi', 'to_messages', 'expenses', 'bonus', 'exercised_stock_options']], ['0.866928571429', '0.568706118355', '0.2835', ['poi', 'to_messages', 'expenses', 'total_stock_value', 'from_poi_to_this_person']], ['0.867214285714', '0.570996978852', '0.2835', ['poi', 'to_messages', 'expenses', 'total_stock_value', 'from_this_person_to_poi']], ['0.859571428571', '0.516283524904', '0.2695', ['poi', 'to_messages', 'expenses', 'total_stock_value', 'restricted_stock']], ['0.852357142857', '0.468246445498', '0.247', ['poi', 'to_messages', 'expenses', 'total_stock_value', 'salary']], ['0.849466666667', '0.367556468172', '0.179', ['poi', 'to_messages', 'expenses', 'total_stock_value', 'total_payments']], ['0.851428571429', '0.46705107084', '0.2835', ['poi', 'to_messages', 'expenses', 'total_stock_value', 'exercised_stock_options']], ['0.791666666667', '0.0353159851301', '0.0095', ['poi', 'to_messages', 'expenses', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.817615384615', '0.23309352518', '0.081', ['poi', 'to_messages', 'expenses', 'from_poi_to_this_person', 'restricted_stock']], ['0.815923076923', '0.274397244546', '0.1195', ['poi', 'to_messages', 'expenses', 'from_poi_to_this_person', 'salary']], ['0.832285714286', '0.0953488372093', '0.0205', ['poi', 'to_messages', 'expenses', 'from_poi_to_this_person', 'total_payments']], ['0.857714285714', '0.503584229391', '0.281', ['poi', 'to_messages', 'expenses', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.817', '0.216741405082', '0.0725', ['poi', 'to_messages', 'expenses', 'from_this_person_to_poi', 'restricted_stock']], ['0.809461538462', '0.247619047619', '0.117', ['poi', 'to_messages', 'expenses', 'from_this_person_to_poi', 'salary']], ['0.830785714286', '0.0872483221477', '0.0195', ['poi', 'to_messages', 'expenses', 'from_this_person_to_poi', 'total_payments']], ['0.8595', '0.515151515152', '0.2805', ['poi', 'to_messages', 'expenses', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.825642857143', '0.254727474972', '0.1145', ['poi', 'to_messages', 'expenses', 'restricted_stock', 'salary']], ['0.830357142857', '0.21198156682', '0.069', ['poi', 'to_messages', 'expenses', 'restricted_stock', 'total_payments']], ['0.855642857143', '0.490445859873', '0.2695', ['poi', 'to_messages', 'expenses', 'restricted_stock', 'exercised_stock_options']], ['0.835857142857', '0.212355212355', '0.055', ['poi', 'to_messages', 'expenses', 'salary', 'total_payments']], ['0.853785714286', '0.47711781889', '0.245', ['poi', 'to_messages', 'expenses', 'salary', 'exercised_stock_options']], ['0.853866666667', '0.394736842105', '0.18', ['poi', 'to_messages', 'expenses', 'total_payments', 'exercised_stock_options']], ['0.294846153846', '0.179099131369', '1.0', ['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred']], ['0.812333333333', '0.391003460208', '0.226', ['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi']], ['0.825666666667', '0.461538461538', '0.276', ['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'from_messages']], ['0.829461538462', '0.366214549938', '0.1485', ['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'other']], ['0.288076923077', '0.177239967969', '0.996', ['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'director_fees']], ['0.204916666667', '0.173238582199', '0.9995', ['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'resto_dirfees']], ['0.856692307692', '0.549673676577', '0.379', ['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'bonus']], ['0.852357142857', '0.476848652384', '0.345', ['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'total_stock_value']], ['0.8265', '0.462177121771', '0.2505', ['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person']], ['0.809166666667', '0.373251748252', '0.2135', ['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'from_this_person_to_poi']], ['0.844785714286', '0.439468159552', '0.314', ['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'restricted_stock']], ['0.844538461538', '0.491242702252', '0.2945', ['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'salary']], ['0.836642857143', '0.359451518119', '0.1835', ['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'total_payments']], ['0.853357142857', '0.480179506358', '0.321', ['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'exercised_stock_options']], ['0.314', '0.193246702107', '0.9815', ['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi']], ['0.33875', '0.193154792679', '0.934', ['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'from_messages']], ['0.282615384615', '0.170534268753', '0.948', ['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'other']], ['0.408916666667', '0.219949411635', '1.0', ['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'director_fees']], ['0.315666666667', '0.195848021935', '1.0', ['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees']], ['0.284384615385', '0.176944174113', '1.0', ['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'bonus']], ['0.268', '0.163291966035', '1.0', ['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'total_stock_value']], ['0.316833333333', '0.196116885664', '1.0', ['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'from_poi_to_this_person']], ['0.309583333333', '0.186846038864', '0.9375', ['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'from_this_person_to_poi']], ['0.285461538462', '0.176533238662', '0.9945', ['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'restricted_stock']], ['0.283615384615', '0.176100628931', '0.994', ['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'salary']], ['0.254214285714', '0.154312392497', '0.942', ['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'total_payments']], ['0.268142857143', '0.163263639334', '0.9995', ['poi', 'to_messages', 'deferred_income', 'restricted_stock_deferred', 'exercised_stock_options']], ['0.799272727273', '0.383928571429', '0.172', ['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'from_messages']], ['0.813615384615', '0.242387332521', '0.0995', ['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'other']], ['0.303166666667', '0.186847804686', '0.949', ['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'director_fees']], ['0.217090909091', '0.186278231163', '0.9815', ['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees']], ['0.834833333333', '0.507317073171', '0.312', ['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'bonus']], ['0.835285714286', '0.39907651715', '0.3025', ['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value']], ['0.788909090909', '0.31103286385', '0.1325', ['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'from_poi_to_this_person']], ['0.788454545455', '0.309218203034', '0.1325', ['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'from_this_person_to_poi']], ['0.811076923077', '0.328571428571', '0.2185', ['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'restricted_stock']], ['0.830692307692', '0.412987012987', '0.2385', ['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'salary']], ['0.834285714286', '0.31308411215', '0.134', ['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'total_payments']], ['0.848642857143', '0.456790123457', '0.3145', ['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'exercised_stock_options']], ['0.818769230769', '0.279156327543', '0.1125', ['poi', 'to_messages', 'deferred_income', 'from_messages', 'other']], ['0.335166666667', '0.191537667699', '0.928', ['poi', 'to_messages', 'deferred_income', 'from_messages', 'director_fees']], ['0.243909090909', '0.185251619332', '0.9295', ['poi', 'to_messages', 'deferred_income', 'from_messages', 'resto_dirfees']], ['0.849166666667', '0.580919931857', '0.341', ['poi', 'to_messages', 'deferred_income', 'from_messages', 'bonus']], ['0.856928571429', '0.498901098901', '0.3405', ['poi', 'to_messages', 'deferred_income', 'from_messages', 'total_stock_value']], ['0.800363636364', '0.393939393939', '0.182', ['poi', 'to_messages', 'deferred_income', 'from_messages', 'from_poi_to_this_person']], ['0.756181818182', '0.270833333333', '0.2015', ['poi', 'to_messages', 'deferred_income', 'from_messages', 'from_this_person_to_poi']], ['0.833923076923', '0.42908117752', '0.2405', ['poi', 'to_messages', 'deferred_income', 'from_messages', 'restricted_stock']], ['0.845076923077', '0.494195688226', '0.298', ['poi', 'to_messages', 'deferred_income', 'from_messages', 'salary']], ['0.842214285714', '0.366878980892', '0.144', ['poi', 'to_messages', 'deferred_income', 'from_messages', 'total_payments']], ['0.860571428571', '0.517391304348', '0.357', ['poi', 'to_messages', 'deferred_income', 'from_messages', 'exercised_stock_options']], ['0.280076923077', '0.169258426966', '0.9415', ['poi', 'to_messages', 'deferred_income', 'other', 'director_fees']], ['0.182076923077', '0.152203690275', '0.9445', ['poi', 'to_messages', 'deferred_income', 'other', 'resto_dirfees']], ['0.838461538462', '0.445414847162', '0.204', ['poi', 'to_messages', 'deferred_income', 'other', 'bonus']], ['0.856266666667', '0.431818181818', '0.247', ['poi', 'to_messages', 'deferred_income', 'other', 'total_stock_value']], ['0.817076923077', '0.263157894737', '0.105', ['poi', 'to_messages', 'deferred_income', 'other', 'from_poi_to_this_person']], ['0.809', '0.230769230769', '0.1035', ['poi', 'to_messages', 'deferred_income', 'other', 'from_this_person_to_poi']], ['0.837285714286', '0.362103174603', '0.1825', ['poi', 'to_messages', 'deferred_income', 'other', 'restricted_stock']], ['0.831615384615', '0.392246294185', '0.172', ['poi', 'to_messages', 'deferred_income', 'other', 'salary']], ['0.831142857143', '0.282816229117', '0.1185', ['poi', 'to_messages', 'deferred_income', 'other', 'total_payments']], ['0.851642857143', '0.464186046512', '0.2495', ['poi', 'to_messages', 'deferred_income', 'other', 'exercised_stock_options']], ['0.308333333333', '0.194174757282', '1.0', ['poi', 'to_messages', 'deferred_income', 'director_fees', 'resto_dirfees']], ['0.289307692308', '0.177951775069', '1.0', ['poi', 'to_messages', 'deferred_income', 'director_fees', 'bonus']], ['0.254866666667', '0.151303290524', '0.9955', ['poi', 'to_messages', 'deferred_income', 'director_fees', 'total_stock_value']], ['0.309416666667', '0.193765221627', '0.9945', ['poi', 'to_messages', 'deferred_income', 'director_fees', 'from_poi_to_this_person']], ['0.304833333333', '0.184665871122', '0.9285', ['poi', 'to_messages', 'deferred_income', 'director_fees', 'from_this_person_to_poi']], ['0.264071428571', '0.161792260692', '0.993', ['poi', 'to_messages', 'deferred_income', 'director_fees', 'restricted_stock']], ['0.280461538462', '0.175004419304', '0.99', ['poi', 'to_messages', 'deferred_income', 'director_fees', 'salary']], ['0.637142857143', '0.174280879865', '0.412', ['poi', 'to_messages', 'deferred_income', 'director_fees', 'total_payments']], ['0.264571428571', '0.162214983713', '0.996', ['poi', 'to_messages', 'deferred_income', 'director_fees', 'exercised_stock_options']], ['0.199083333333', '0.172250452157', '1.0', ['poi', 'to_messages', 'deferred_income', 'resto_dirfees', 'bonus']], ['0.2285', '0.149892592887', '0.942', ['poi', 'to_messages', 'deferred_income', 'resto_dirfees', 'total_stock_value']], ['0.219636363636', '0.188846880907', '0.999', ['poi', 'to_messages', 'deferred_income', 'resto_dirfees', 'from_poi_to_this_person']], ['0.210363636364', '0.178928159816', '0.9315', ['poi', 'to_messages', 'deferred_income', 'resto_dirfees', 'from_this_person_to_poi']], ['0.187230769231', '0.158561862245', '0.9945', ['poi', 'to_messages', 'deferred_income', 'resto_dirfees', 'restricted_stock']], ['0.186615384615', '0.158133971292', '0.9915', ['poi', 'to_messages', 'deferred_income', 'resto_dirfees', 'salary']], ['0.232', '0.143532095145', '0.881', ['poi', 'to_messages', 'deferred_income', 'resto_dirfees', 'total_payments']], ['0.226642857143', '0.150471212481', '0.95', ['poi', 'to_messages', 'deferred_income', 'resto_dirfees', 'exercised_stock_options']], ['0.8515', '0.473472128946', '0.3525', ['poi', 'to_messages', 'deferred_income', 'bonus', 'total_stock_value']], ['0.850333333333', '0.588695652174', '0.3385', ['poi', 'to_messages', 'deferred_income', 'bonus', 'from_poi_to_this_person']], ['0.843916666667', '0.552960800667', '0.3315', ['poi', 'to_messages', 'deferred_income', 'bonus', 'from_this_person_to_poi']], ['0.839769230769', '0.468679245283', '0.3105', ['poi', 'to_messages', 'deferred_income', 'bonus', 'restricted_stock']], ['0.847692307692', '0.508460236887', '0.3005', ['poi', 'to_messages', 'deferred_income', 'bonus', 'salary']], ['0.853142857143', '0.470772442589', '0.2255', ['poi', 'to_messages', 'deferred_income', 'bonus', 'total_payments']], ['0.857142857143', '0.5', '0.3445', ['poi', 'to_messages', 'deferred_income', 'bonus', 'exercised_stock_options']], ['0.851642857143', '0.470811220622', '0.3105', ['poi', 'to_messages', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person']], ['0.851142857143', '0.46803652968', '0.3075', ['poi', 'to_messages', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi']], ['0.853071428571', '0.478810408922', '0.322', ['poi', 'to_messages', 'deferred_income', 'total_stock_value', 'restricted_stock']], ['0.855071428571', '0.48846459825', '0.307', ['poi', 'to_messages', 'deferred_income', 'total_stock_value', 'salary']], ['0.847533333333', '0.389700230592', '0.2535', ['poi', 'to_messages', 'deferred_income', 'total_stock_value', 'total_payments']], ['0.852142857143', '0.475352112676', '0.3375', ['poi', 'to_messages', 'deferred_income', 'total_stock_value', 'exercised_stock_options']], ['0.796272727273', '0.346886912325', '0.1365', ['poi', 'to_messages', 'deferred_income', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.825923076923', '0.385751520417', '0.222', ['poi', 'to_messages', 'deferred_income', 'from_poi_to_this_person', 'restricted_stock']], ['0.837769230769', '0.451469278718', '0.2535', ['poi', 'to_messages', 'deferred_income', 'from_poi_to_this_person', 'salary']], ['0.840428571429', '0.346456692913', '0.132', ['poi', 'to_messages', 'deferred_income', 'from_poi_to_this_person', 'total_payments']], ['0.862285714286', '0.529173419773', '0.3265', ['poi', 'to_messages', 'deferred_income', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.817538461538', '0.348287112561', '0.2135', ['poi', 'to_messages', 'deferred_income', 'from_this_person_to_poi', 'restricted_stock']], ['0.832846153846', '0.424454148472', '0.243', ['poi', 'to_messages', 'deferred_income', 'from_this_person_to_poi', 'salary']], ['0.840214285714', '0.343046357616', '0.1295', ['poi', 'to_messages', 'deferred_income', 'from_this_person_to_poi', 'total_payments']], ['0.861714285714', '0.526016260163', '0.3235', ['poi', 'to_messages', 'deferred_income', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.844285714286', '0.431506849315', '0.2835', ['poi', 'to_messages', 'deferred_income', 'restricted_stock', 'salary']], ['0.835642857143', '0.354589371981', '0.1835', ['poi', 'to_messages', 'deferred_income', 'restricted_stock', 'total_payments']], ['0.852357142857', '0.475493782004', '0.325', ['poi', 'to_messages', 'deferred_income', 'restricted_stock', 'exercised_stock_options']], ['0.846714285714', '0.414117647059', '0.176', ['poi', 'to_messages', 'deferred_income', 'salary', 'total_payments']], ['0.856357142857', '0.495420482931', '0.2975', ['poi', 'to_messages', 'deferred_income', 'salary', 'exercised_stock_options']], ['0.8472', '0.383012820513', '0.239', ['poi', 'to_messages', 'deferred_income', 'total_payments', 'exercised_stock_options']], ['0.309416666667', '0.186621473432', '0.936', ['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi']], ['0.339083333333', '0.189898567395', '0.908', ['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages']], ['0.272769230769', '0.161673928831', '0.8905', ['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'other']], ['0.385923076923', '0.200340578984', '1.0', ['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees']], ['0.31875', '0.19656019656', '1.0', ['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees']], ['0.309666666667', '0.194239003503', '0.998', ['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'bonus']], ['0.262142857143', '0.156353135314', '0.9475', ['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value']], ['0.314583333333', '0.191862191862', '0.969', ['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'from_poi_to_this_person']], ['0.302333333333', '0.17792155277', '0.88', ['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'from_this_person_to_poi']], ['0.282076923077', '0.169357020471', '0.939', ['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'restricted_stock']], ['0.294833333333', '0.183111023931', '0.9335', ['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'salary']], ['0.246214285714', '0.146599454591', '0.887', ['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'total_payments']], ['0.279615384615', '0.169642056159', '0.9455', ['poi', 'to_messages', 'long_term_incentive', 'restricted_stock_deferred', 'exercised_stock_options']], ['0.750454545455', '0.250836120401', '0.1875', ['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages']], ['0.783416666667', '0.0509745127436', '0.017', ['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'other']], ['0.292583333333', '0.182565306721', '0.933', ['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees']], ['0.210636363636', '0.180086165629', '0.9405', ['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees']], ['0.791636363636', '0.366055045872', '0.1995', ['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus']], ['0.823928571429', '0.333333333333', '0.2325', ['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value']], ['0.783545454545', '0.281786941581', '0.123', ['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'from_poi_to_this_person']], ['0.772363636364', '0.142045454545', '0.05', ['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'from_this_person_to_poi']], ['0.799769230769', '0.23941227312', '0.1385', ['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'restricted_stock']], ['0.80375', '0.305159165752', '0.139', ['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'salary']], ['0.820357142857', '0.158940397351', '0.06', ['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'total_payments']], ['0.823692307692', '0.376271186441', '0.222', ['poi', 'to_messages', 'long_term_incentive', 'shared_receipt_with_poi', 'exercised_stock_options']], ['0.776', '0.140167364017', '0.067', ['poi', 'to_messages', 'long_term_incentive', 'from_messages', 'other']], ['0.310666666667', '0.17868852459', '0.872', ['poi', 'to_messages', 'long_term_incentive', 'from_messages', 'director_fees']], ['0.241090909091', '0.18202764977', '0.9085', ['poi', 'to_messages', 'long_term_incentive', 'from_messages', 'resto_dirfees']], ['0.778727272727', '0.307624113475', '0.1735', ['poi', 'to_messages', 'long_term_incentive', 'from_messages', 'bonus']], ['0.844571428571', '0.430489731438', '0.2725', ['poi', 'to_messages', 'long_term_incentive', 'from_messages', 'total_stock_value']], ['0.740818181818', '0.249853027631', '0.2125', ['poi', 'to_messages', 'long_term_incentive', 'from_messages', 'from_poi_to_this_person']], ['0.723272727273', '0.187799043062', '0.157', ['poi', 'to_messages', 'long_term_incentive', 'from_messages', 'from_this_person_to_poi']], ['0.810076923077', '0.300085251492', '0.176', ['poi', 'to_messages', 'long_term_incentive', 'from_messages', 'restricted_stock']], ['0.8095', '0.38897515528', '0.2505', ['poi', 'to_messages', 'long_term_incentive', 'from_messages', 'salary']], ['0.823142857143', '0.182666666667', '0.0685', ['poi', 'to_messages', 'long_term_incentive', 'from_messages', 'total_payments']], ['0.830461538462', '0.424444444444', '0.2865', ['poi', 'to_messages', 'long_term_incentive', 'from_messages', 'exercised_stock_options']], ['0.268923076923', '0.160391020999', '0.886', ['poi', 'to_messages', 'long_term_incentive', 'other', 'director_fees']], ['0.18425', '0.155750022098', '0.881', ['poi', 'to_messages', 'long_term_incentive', 'other', 'resto_dirfees']], ['0.794833333333', '0.21760391198', '0.089', ['poi', 'to_messages', 'long_term_incentive', 'other', 'bonus']], ['0.840142857143', '0.376556016598', '0.1815', ['poi', 'to_messages', 'long_term_incentive', 'other', 'total_stock_value']], ['0.7945', '0.0809352517986', '0.0225', ['poi', 'to_messages', 'long_term_incentive', 'other', 'from_poi_to_this_person']], ['0.780916666667', '0.0448625180897', '0.0155', ['poi', 'to_messages', 'long_term_incentive', 'other', 'from_this_person_to_poi']], ['0.812615384615', '0.187679083095', '0.0655', ['poi', 'to_messages', 'long_term_incentive', 'other', 'restricted_stock']], ['0.810583333333', '0.242937853107', '0.0645', ['poi', 'to_messages', 'long_term_incentive', 'other', 'salary']], ['0.8225', '0.150072150072', '0.052', ['poi', 'to_messages', 'long_term_incentive', 'other', 'total_payments']], ['0.8385', '0.370149253731', '0.186', ['poi', 'to_messages', 'long_term_incentive', 'other', 'exercised_stock_options']], ['0.30075', '0.192415054384', '0.9995', ['poi', 'to_messages', 'long_term_incentive', 'director_fees', 'resto_dirfees']], ['0.283615384615', '0.17627268703', '0.9955', ['poi', 'to_messages', 'long_term_incentive', 'director_fees', 'bonus']], ['0.241866666667', '0.144461305008', '0.952', ['poi', 'to_messages', 'long_term_incentive', 'director_fees', 'total_stock_value']], ['0.2925', '0.182795698925', '0.935', ['poi', 'to_messages', 'long_term_incentive', 'director_fees', 'from_poi_to_this_person']], ['0.28575', '0.173312120911', '0.8715', ['poi', 'to_messages', 'long_term_incentive', 'director_fees', 'from_this_person_to_poi']], ['0.254642857143', '0.153536515239', '0.9345', ['poi', 'to_messages', 'long_term_incentive', 'director_fees', 'restricted_stock']], ['0.270307692308', '0.166399286988', '0.9335', ['poi', 'to_messages', 'long_term_incentive', 'director_fees', 'salary']], ['0.492785714286', '0.166993080037', '0.6395', ['poi', 'to_messages', 'long_term_incentive', 'director_fees', 'total_payments']], ['0.2545', '0.155041295282', '0.948', ['poi', 'to_messages', 'long_term_incentive', 'director_fees', 'exercised_stock_options']], ['0.201', '0.1723095526', '0.9975', ['poi', 'to_messages', 'long_term_incentive', 'resto_dirfees', 'bonus']], ['0.198785714286', '0.142779629486', '0.921', ['poi', 'to_messages', 'long_term_incentive', 'resto_dirfees', 'total_stock_value']], ['0.213636363636', '0.18285005723', '0.9585', ['poi', 'to_messages', 'long_term_incentive', 'resto_dirfees', 'from_poi_to_this_person']], ['0.202636363636', '0.171278764929', '0.882', ['poi', 'to_messages', 'long_term_incentive', 'resto_dirfees', 'from_this_person_to_poi']], ['0.179538461538', '0.151183384318', '0.939', ['poi', 'to_messages', 'long_term_incentive', 'resto_dirfees', 'restricted_stock']], ['0.194416666667', '0.164698679262', '0.9415', ['poi', 'to_messages', 'long_term_incentive', 'resto_dirfees', 'salary']], ['0.222928571429', '0.136493899943', '0.8335', ['poi', 'to_messages', 'long_term_incentive', 'resto_dirfees', 'total_payments']], ['0.194076923077', '0.152040062392', '0.926', ['poi', 'to_messages', 'long_term_incentive', 'resto_dirfees', 'exercised_stock_options']], ['0.830785714286', '0.365426695842', '0.2505', ['poi', 'to_messages', 'long_term_incentive', 'bonus', 'total_stock_value']], ['0.804818181818', '0.423197492163', '0.2025', ['poi', 'to_messages', 'long_term_incentive', 'bonus', 'from_poi_to_this_person']], ['0.793636363636', '0.337740384615', '0.1405', ['poi', 'to_messages', 'long_term_incentive', 'bonus', 'from_this_person_to_poi']], ['0.810923076923', '0.302925989673', '0.176', ['poi', 'to_messages', 'long_term_incentive', 'bonus', 'restricted_stock']], ['0.816083333333', '0.393627954779', '0.1915', ['poi', 'to_messages', 'long_term_incentive', 'bonus', 'salary']], ['0.823857142857', '0.210199004975', '0.0845', ['poi', 'to_messages', 'long_term_incentive', 'bonus', 'total_payments']], ['0.828923076923', '0.411949685535', '0.262', ['poi', 'to_messages', 'long_term_incentive', 'bonus', 'exercised_stock_options']], ['0.840142857143', '0.400335008375', '0.239', ['poi', 'to_messages', 'long_term_incentive', 'total_stock_value', 'from_poi_to_this_person']], ['0.840642857143', '0.401869158879', '0.2365', ['poi', 'to_messages', 'long_term_incentive', 'total_stock_value', 'from_this_person_to_poi']], ['0.850785714286', '0.461538461538', '0.267', ['poi', 'to_messages', 'long_term_incentive', 'total_stock_value', 'restricted_stock']], ['0.841428571429', '0.404679376083', '0.2335', ['poi', 'to_messages', 'long_term_incentive', 'total_stock_value', 'salary']], ['0.837533333333', '0.307488986784', '0.1745', ['poi', 'to_messages', 'long_term_incentive', 'total_stock_value', 'total_payments']], ['0.837071428571', '0.397220190198', '0.2715', ['poi', 'to_messages', 'long_term_incentive', 'total_stock_value', 'exercised_stock_options']], ['0.782636363636', '0.172529313233', '0.0515', ['poi', 'to_messages', 'long_term_incentive', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.815461538462', '0.287539936102', '0.135', ['poi', 'to_messages', 'long_term_incentive', 'from_poi_to_this_person', 'restricted_stock']], ['0.813', '0.344387755102', '0.135', ['poi', 'to_messages', 'long_term_incentive', 'from_poi_to_this_person', 'salary']], ['0.830285714286', '0.200636942675', '0.063', ['poi', 'to_messages', 'long_term_incentive', 'from_poi_to_this_person', 'total_payments']], ['0.829692307692', '0.404293381038', '0.226', ['poi', 'to_messages', 'long_term_incentive', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.807615384615', '0.252225519288', '0.1275', ['poi', 'to_messages', 'long_term_incentive', 'from_this_person_to_poi', 'restricted_stock']], ['0.804', '0.299086757991', '0.131', ['poi', 'to_messages', 'long_term_incentive', 'from_this_person_to_poi', 'salary']], ['0.829071428571', '0.192488262911', '0.0615', ['poi', 'to_messages', 'long_term_incentive', 'from_this_person_to_poi', 'total_payments']], ['0.832615384615', '0.418215613383', '0.225', ['poi', 'to_messages', 'long_term_incentive', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.822153846154', '0.324719101124', '0.1445', ['poi', 'to_messages', 'long_term_incentive', 'restricted_stock', 'salary']], ['0.822642857143', '0.190781049936', '0.0745', ['poi', 'to_messages', 'long_term_incentive', 'restricted_stock', 'total_payments']], ['0.840714285714', '0.412878787879', '0.2725', ['poi', 'to_messages', 'long_term_incentive', 'restricted_stock', 'exercised_stock_options']], ['0.830785714286', '0.211267605634', '0.0675', ['poi', 'to_messages', 'long_term_incentive', 'salary', 'total_payments']], ['0.838923076923', '0.453373015873', '0.2285', ['poi', 'to_messages', 'long_term_incentive', 'salary', 'exercised_stock_options']], ['0.8474', '0.356504468719', '0.1795', ['poi', 'to_messages', 'long_term_incentive', 'total_payments', 'exercised_stock_options']], ['0.3074', '0.110541535226', '0.841', ['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages']], ['0.272615384615', '0.161214103962', '0.887', ['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other']], ['0.367909090909', '0.121262247105', '0.953', ['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees']], ['0.2804', '0.116679039842', '0.943', ['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees']], ['0.3135', '0.194275632229', '0.991', ['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus']], ['0.263', '0.157131079967', '0.953', ['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value']], ['0.2781', '0.113774686374', '0.916', ['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person']], ['0.273', '0.105759557344', '0.841', ['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_this_person_to_poi']], ['0.293583333333', '0.182157228384', '0.928', ['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'restricted_stock']], ['0.293583333333', '0.182406590174', '0.93', ['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'salary']], ['0.246714285714', '0.147558561531', '0.8945', ['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_payments']], ['0.279846153846', '0.168438119258', '0.935', ['poi', 'to_messages', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'exercised_stock_options']], ['0.299923076923', '0.165015567506', '0.8745', ['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages', 'other']], ['0.392', '0.122711594587', '0.925', ['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages', 'director_fees']], ['0.3061', '0.118757221723', '0.925', ['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees']], ['0.334083333333', '0.192863734236', '0.9405', ['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages', 'bonus']], ['0.279714285714', '0.154588959152', '0.9045', ['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages', 'total_stock_value']], ['0.3099', '0.113353426812', '0.865', ['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person']], ['0.3', '0.110288386594', '0.849', ['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages', 'from_this_person_to_poi']], ['0.3175', '0.183667211774', '0.8985', ['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages', 'restricted_stock']], ['0.320083333333', '0.186628676096', '0.917', ['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages', 'salary']], ['0.262285714286', '0.143676193736', '0.8395', ['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages', 'total_payments']], ['0.301230769231', '0.164329037149', '0.867', ['poi', 'to_messages', 'restricted_stock_deferred', 'from_messages', 'exercised_stock_options']], ['0.351142857143', '0.174627962521', '0.9505', ['poi', 'to_messages', 'restricted_stock_deferred', 'other', 'director_fees']], ['0.278538461538', '0.168895270573', '0.941', ['poi', 'to_messages', 'restricted_stock_deferred', 'other', 'resto_dirfees']], ['0.279923076923', '0.16869205149', '0.937', ['poi', 'to_messages', 'restricted_stock_deferred', 'other', 'bonus']], ['0.253357142857', '0.148523908524', '0.893', ['poi', 'to_messages', 'restricted_stock_deferred', 'other', 'total_stock_value']], ['0.275384615385', '0.16401014309', '0.9055', ['poi', 'to_messages', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person']], ['0.269230769231', '0.156215621562', '0.852', ['poi', 'to_messages', 'restricted_stock_deferred', 'other', 'from_this_person_to_poi']], ['0.274769230769', '0.16174863388', '0.888', ['poi', 'to_messages', 'restricted_stock_deferred', 'other', 'restricted_stock']], ['0.278846153846', '0.161541991739', '0.88', ['poi', 'to_messages', 'restricted_stock_deferred', 'other', 'salary']], ['0.248357142857', '0.146377893951', '0.882', ['poi', 'to_messages', 'restricted_stock_deferred', 'other', 'total_payments']], ['0.253285714286', '0.148745221871', '0.895', ['poi', 'to_messages', 'restricted_stock_deferred', 'other', 'exercised_stock_options']], ['0.372', '0.126454223571', '1.0', ['poi', 'to_messages', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees']], ['0.38', '0.198807157058', '1.0', ['poi', 'to_messages', 'restricted_stock_deferred', 'director_fees', 'bonus']], ['0.341866666667', '0.168072187553', '0.9965', ['poi', 'to_messages', 'restricted_stock_deferred', 'director_fees', 'total_stock_value']], ['0.372181818182', '0.126486213003', '1.0', ['poi', 'to_messages', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person']], ['0.365545454545', '0.118150466215', '0.925', ['poi', 'to_messages', 'restricted_stock_deferred', 'director_fees', 'from_this_person_to_poi']], ['0.360785714286', '0.182374988573', '0.9975', ['poi', 'to_messages', 'restricted_stock_deferred', 'director_fees', 'restricted_stock']], ['0.360785714286', '0.182084362705', '0.995', ['poi', 'to_messages', 'restricted_stock_deferred', 'director_fees', 'salary']], ['0.342', '0.17170429716', '0.943', ['poi', 'to_messages', 'restricted_stock_deferred', 'director_fees', 'total_payments']], ['0.358714285714', '0.181834761992', '0.997', ['poi', 'to_messages', 'restricted_stock_deferred', 'director_fees', 'exercised_stock_options']], ['0.314833333333', '0.195656427314', '1.0', ['poi', 'to_messages', 'restricted_stock_deferred', 'resto_dirfees', 'bonus']], ['0.268142857143', '0.163043478261', '0.9975', ['poi', 'to_messages', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value']], ['0.2861', '0.122865216857', '1.0', ['poi', 'to_messages', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person']], ['0.2787', '0.114721567655', '0.925', ['poi', 'to_messages', 'restricted_stock_deferred', 'resto_dirfees', 'from_this_person_to_poi']], ['0.303416666667', '0.192534571125', '0.9955', ['poi', 'to_messages', 'restricted_stock_deferred', 'resto_dirfees', 'restricted_stock']], ['0.30325', '0.19196125908', '0.991', ['poi', 'to_messages', 'restricted_stock_deferred', 'resto_dirfees', 'salary']], ['0.252285714286', '0.153971886237', '0.942', ['poi', 'to_messages', 'restricted_stock_deferred', 'resto_dirfees', 'total_payments']], ['0.287076923077', '0.177092589302', '0.9965', ['poi', 'to_messages', 'restricted_stock_deferred', 'resto_dirfees', 'exercised_stock_options']], ['0.269428571429', '0.163504007852', '0.9995', ['poi', 'to_messages', 'restricted_stock_deferred', 'bonus', 'total_stock_value']], ['0.31475', '0.195458549476', '0.9985', ['poi', 'to_messages', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person']], ['0.3075', '0.186941853542', '0.942', ['poi', 'to_messages', 'restricted_stock_deferred', 'bonus', 'from_this_person_to_poi']], ['0.293307692308', '0.178145991939', '0.9945', ['poi', 'to_messages', 'restricted_stock_deferred', 'bonus', 'restricted_stock']], ['0.3035', '0.191897654584', '0.99', ['poi', 'to_messages', 'restricted_stock_deferred', 'bonus', 'salary']], ['0.254214285714', '0.154482194024', '0.9435', ['poi', 'to_messages', 'restricted_stock_deferred', 'bonus', 'total_payments']], ['0.288846153846', '0.177512685836', '0.997', ['poi', 'to_messages', 'restricted_stock_deferred', 'bonus', 'exercised_stock_options']], ['0.263214285714', '0.157169951348', '0.953', ['poi', 'to_messages', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person']], ['0.262785714286', '0.156979140902', '0.952', ['poi', 'to_messages', 'restricted_stock_deferred', 'total_stock_value', 'from_this_person_to_poi']], ['0.263214285714', '0.156660335288', '0.9485', ['poi', 'to_messages', 'restricted_stock_deferred', 'total_stock_value', 'restricted_stock']], ['0.262285714286', '0.156378940419', '0.9475', ['poi', 'to_messages', 'restricted_stock_deferred', 'total_stock_value', 'salary']], ['0.2436', '0.138200681325', '0.8925', ['poi', 'to_messages', 'restricted_stock_deferred', 'total_stock_value', 'total_payments']], ['0.263285714286', '0.156673273869', '0.9485', ['poi', 'to_messages', 'restricted_stock_deferred', 'total_stock_value', 'exercised_stock_options']], ['0.2725', '0.106188025606', '0.846', ['poi', 'to_messages', 'restricted_stock_deferred', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.296833333333', '0.185398749023', '0.9485', ['poi', 'to_messages', 'restricted_stock_deferred', 'from_poi_to_this_person', 'restricted_stock']], ['0.299583333333', '0.188199785805', '0.9665', ['poi', 'to_messages', 'restricted_stock_deferred', 'from_poi_to_this_person', 'salary']], ['0.246785714286', '0.147396220187', '0.893', ['poi', 'to_messages', 'restricted_stock_deferred', 'from_poi_to_this_person', 'total_payments']], ['0.279846153846', '0.168497838617', '0.9355', ['poi', 'to_messages', 'restricted_stock_deferred', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.285', '0.173611111111', '0.875', ['poi', 'to_messages', 'restricted_stock_deferred', 'from_this_person_to_poi', 'restricted_stock']], ['0.288833333333', '0.176406497623', '0.8905', ['poi', 'to_messages', 'restricted_stock_deferred', 'from_this_person_to_poi', 'salary']], ['0.246', '0.14656311963', '0.887', ['poi', 'to_messages', 'restricted_stock_deferred', 'from_this_person_to_poi', 'total_payments']], ['0.279615384615', '0.168392615939', '0.935', ['poi', 'to_messages', 'restricted_stock_deferred', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.281923076923', '0.169087792114', '0.937', ['poi', 'to_messages', 'restricted_stock_deferred', 'restricted_stock', 'salary']], ['0.248928571429', '0.146651174371', '0.8835', ['poi', 'to_messages', 'restricted_stock_deferred', 'restricted_stock', 'total_payments']], ['0.263214285714', '0.156660335288', '0.9485', ['poi', 'to_messages', 'restricted_stock_deferred', 'restricted_stock', 'exercised_stock_options']], ['0.245428571429', '0.146057199537', '0.8835', ['poi', 'to_messages', 'restricted_stock_deferred', 'salary', 'total_payments']], ['0.262285714286', '0.156378940419', '0.9475', ['poi', 'to_messages', 'restricted_stock_deferred', 'salary', 'exercised_stock_options']], ['0.245733333333', '0.138263166071', '0.89', ['poi', 'to_messages', 'restricted_stock_deferred', 'total_payments', 'exercised_stock_options']], ['0.76025', '0.0795781399808', '0.0415', ['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages', 'other']], ['0.2919', '0.111338361242', '0.871', ['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages', 'director_fees']], ['0.186777777778', '0.105801621959', '0.848', ['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees']], ['0.771', '0.27914893617', '0.164', ['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages', 'bonus']], ['0.852642857143', '0.472489082969', '0.2705', ['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value']], ['0.776666666667', '0.175866495507', '0.274', ['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person']], ['0.805777777778', '0.0', '0.0', ['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages', 'from_this_person_to_poi']], ['0.789416666667', '0.216361679225', '0.1005', ['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages', 'restricted_stock']], ['0.784666666667', '0.250853242321', '0.147', ['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages', 'salary']], ['0.818571428571', '0.143799472296', '0.0545', ['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages', 'total_payments']], ['0.8255', '0.458916083916', '0.2625', ['poi', 'to_messages', 'shared_receipt_with_poi', 'from_messages', 'exercised_stock_options']], ['0.270461538462', '0.160743427017', '0.8865', ['poi', 'to_messages', 'shared_receipt_with_poi', 'other', 'director_fees']], ['0.184416666667', '0.155289951306', '0.877', ['poi', 'to_messages', 'shared_receipt_with_poi', 'other', 'resto_dirfees']], ['0.7885', '0.180522565321', '0.076', ['poi', 'to_messages', 'shared_receipt_with_poi', 'other', 'bonus']], ['0.836', '0.352589641434', '0.177', ['poi', 'to_messages', 'shared_receipt_with_poi', 'other', 'total_stock_value']], ['0.778916666667', '0.00304414003044', '0.001', ['poi', 'to_messages', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person']], ['0.777416666667', '0.00148588410104', '0.0005', ['poi', 'to_messages', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi']], ['0.796076923077', '0.125431530495', '0.0545', ['poi', 'to_messages', 'shared_receipt_with_poi', 'other', 'restricted_stock']], ['0.799583333333', '0.151462994836', '0.044', ['poi', 'to_messages', 'shared_receipt_with_poi', 'other', 'salary']], ['0.815071428571', '0.047619047619', '0.0155', ['poi', 'to_messages', 'shared_receipt_with_poi', 'other', 'total_payments']], ['0.835714285714', '0.352071005917', '0.1785', ['poi', 'to_messages', 'shared_receipt_with_poi', 'other', 'exercised_stock_options']], ['0.2663', '0.11355043298', '0.931', ['poi', 'to_messages', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees']], ['0.294916666667', '0.188686518262', '0.979', ['poi', 'to_messages', 'shared_receipt_with_poi', 'director_fees', 'bonus']], ['0.245333333333', '0.144708752668', '0.949', ['poi', 'to_messages', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value']], ['0.2664', '0.113375640713', '0.929', ['poi', 'to_messages', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person']], ['0.264', '0.107504319921', '0.871', ['poi', 'to_messages', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi']], ['0.255642857143', '0.153997863423', '0.937', ['poi', 'to_messages', 'shared_receipt_with_poi', 'director_fees', 'restricted_stock']], ['0.269923076923', '0.166444028854', '0.9345', ['poi', 'to_messages', 'shared_receipt_with_poi', 'director_fees', 'salary']], ['0.420214285714', '0.151373532429', '0.664', ['poi', 'to_messages', 'shared_receipt_with_poi', 'director_fees', 'total_payments']], ['0.274', '0.167292896761', '0.935', ['poi', 'to_messages', 'shared_receipt_with_poi', 'director_fees', 'exercised_stock_options']], ['0.218909090909', '0.187464441494', '0.9885', ['poi', 'to_messages', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus']], ['0.190714285714', '0.143130354957', '0.9355', ['poi', 'to_messages', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value']], ['0.151666666667', '0.108184717137', '0.916', ['poi', 'to_messages', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person']], ['0.145666666667', '0.101132975552', '0.848', ['poi', 'to_messages', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi']], ['0.190666666667', '0.162464985994', '0.928', ['poi', 'to_messages', 'shared_receipt_with_poi', 'resto_dirfees', 'restricted_stock']], ['0.193416666667', '0.163997549663', '0.937', ['poi', 'to_messages', 'shared_receipt_with_poi', 'resto_dirfees', 'salary']], ['0.215357142857', '0.134250590247', '0.8245', ['poi', 'to_messages', 'shared_receipt_with_poi', 'resto_dirfees', 'total_payments']], ['0.204230769231', '0.154965682626', '0.937', ['poi', 'to_messages', 'shared_receipt_with_poi', 'resto_dirfees', 'exercised_stock_options']], ['0.829214285714', '0.355077835434', '0.2395', ['poi', 'to_messages', 'shared_receipt_with_poi', 'bonus', 'total_stock_value']], ['0.797909090909', '0.389494549058', '0.1965', ['poi', 'to_messages', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person']], ['0.787363636364', '0.305396096441', '0.133', ['poi', 'to_messages', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi']], ['0.788333333333', '0.252293577982', '0.1375', ['poi', 'to_messages', 'shared_receipt_with_poi', 'bonus', 'restricted_stock']], ['0.804916666667', '0.333333333333', '0.1705', ['poi', 'to_messages', 'shared_receipt_with_poi', 'bonus', 'salary']], ['0.812928571429', '0.163952225841', '0.0755', ['poi', 'to_messages', 'shared_receipt_with_poi', 'bonus', 'total_payments']], ['0.817307692308', '0.356760886173', '0.2335', ['poi', 'to_messages', 'shared_receipt_with_poi', 'bonus', 'exercised_stock_options']], ['0.839714285714', '0.396959459459', '0.235', ['poi', 'to_messages', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person']], ['0.838357142857', '0.390142021721', '0.2335', ['poi', 'to_messages', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi']], ['0.841142857143', '0.408045977011', '0.2485', ['poi', 'to_messages', 'shared_receipt_with_poi', 'total_stock_value', 'restricted_stock']], ['0.8325', '0.360549717057', '0.223', ['poi', 'to_messages', 'shared_receipt_with_poi', 'total_stock_value', 'salary']], ['0.8384', '0.310035842294', '0.173', ['poi', 'to_messages', 'shared_receipt_with_poi', 'total_stock_value', 'total_payments']], ['0.842071428571', '0.419893697798', '0.2765', ['poi', 'to_messages', 'shared_receipt_with_poi', 'total_stock_value', 'exercised_stock_options']], ['0.821444444444', '0.0', '0.0', ['poi', 'to_messages', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.787083333333', '0.169249106079', '0.071', ['poi', 'to_messages', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'restricted_stock']], ['0.796833333333', '0.254484304933', '0.1135', ['poi', 'to_messages', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'salary']], ['0.825285714286', '0.147151898734', '0.0465', ['poi', 'to_messages', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'total_payments']], ['0.825083333333', '0.455284552846', '0.252', ['poi', 'to_messages', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.782583333333', '0.150401836969', '0.0655', ['poi', 'to_messages', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'restricted_stock']], ['0.784666666667', '0.21484375', '0.11', ['poi', 'to_messages', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'salary']], ['0.825', '0.13474025974', '0.0415', ['poi', 'to_messages', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'total_payments']], ['0.825916666667', '0.459136822773', '0.25', ['poi', 'to_messages', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.804153846154', '0.230769230769', '0.117', ['poi', 'to_messages', 'shared_receipt_with_poi', 'restricted_stock', 'salary']], ['0.815642857143', '0.161026837806', '0.069', ['poi', 'to_messages', 'shared_receipt_with_poi', 'restricted_stock', 'total_payments']], ['0.835428571429', '0.383256528418', '0.2495', ['poi', 'to_messages', 'shared_receipt_with_poi', 'restricted_stock', 'exercised_stock_options']], ['0.822571428571', '0.15625', '0.055', ['poi', 'to_messages', 'shared_receipt_with_poi', 'salary', 'total_payments']], ['0.832230769231', '0.414380321665', '0.219', ['poi', 'to_messages', 'shared_receipt_with_poi', 'salary', 'exercised_stock_options']], ['0.8468', '0.350701402806', '0.175', ['poi', 'to_messages', 'shared_receipt_with_poi', 'total_payments', 'exercised_stock_options']], ['0.295', '0.158386573853', '0.8305', ['poi', 'to_messages', 'from_messages', 'other', 'director_fees']], ['0.215083333333', '0.158771042222', '0.863', ['poi', 'to_messages', 'from_messages', 'other', 'resto_dirfees']], ['0.783333333333', '0.164429530201', '0.0735', ['poi', 'to_messages', 'from_messages', 'other', 'bonus']], ['0.841571428571', '0.38854805726', '0.19', ['poi', 'to_messages', 'from_messages', 'other', 'total_stock_value']], ['0.757083333333', '0.0911528150134', '0.051', ['poi', 'to_messages', 'from_messages', 'other', 'from_poi_to_this_person']], ['0.735833333333', '0.0698529411765', '0.0475', ['poi', 'to_messages', 'from_messages', 'other', 'from_this_person_to_poi']], ['0.798538461538', '0.156492785794', '0.0705', ['poi', 'to_messages', 'from_messages', 'other', 'restricted_stock']], ['0.78725', '0.169653524492', '0.071', ['poi', 'to_messages', 'from_messages', 'other', 'salary']], ['0.811', '0.0550964187328', '0.02', ['poi', 'to_messages', 'from_messages', 'other', 'total_payments']], ['0.834571428571', '0.357400722022', '0.198', ['poi', 'to_messages', 'from_messages', 'other', 'exercised_stock_options']], ['0.291', '0.11813393529', '0.942', ['poi', 'to_messages', 'from_messages', 'director_fees', 'resto_dirfees']], ['0.318', '0.187676767677', '0.929', ['poi', 'to_messages', 'from_messages', 'director_fees', 'bonus']], ['0.281', '0.144533462815', '0.893', ['poi', 'to_messages', 'from_messages', 'director_fees', 'total_stock_value']], ['0.2929', '0.1128682566', '0.885', ['poi', 'to_messages', 'from_messages', 'director_fees', 'from_poi_to_this_person']], ['0.2841', '0.110830279287', '0.877', ['poi', 'to_messages', 'from_messages', 'director_fees', 'from_this_person_to_poi']], ['0.275642857143', '0.149909692956', '0.8715', ['poi', 'to_messages', 'from_messages', 'director_fees', 'restricted_stock']], ['0.291692307692', '0.164369528776', '0.8825', ['poi', 'to_messages', 'from_messages', 'director_fees', 'salary']], ['0.286785714286', '0.148454697543', '0.843', ['poi', 'to_messages', 'from_messages', 'director_fees', 'total_payments']], ['0.304461538462', '0.166129338138', '0.876', ['poi', 'to_messages', 'from_messages', 'director_fees', 'exercised_stock_options']], ['0.246272727273', '0.186109170741', '0.9325', ['poi', 'to_messages', 'from_messages', 'resto_dirfees', 'bonus']], ['0.188928571429', '0.139443459493', '0.9045', ['poi', 'to_messages', 'from_messages', 'resto_dirfees', 'total_stock_value']], ['0.188555555556', '0.107387566962', '0.862', ['poi', 'to_messages', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person']], ['0.177111111111', '0.105250184866', '0.854', ['poi', 'to_messages', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi']], ['0.218416666667', '0.163765606489', '0.8985', ['poi', 'to_messages', 'from_messages', 'resto_dirfees', 'restricted_stock']], ['0.223083333333', '0.167468894742', '0.922', ['poi', 'to_messages', 'from_messages', 'resto_dirfees', 'salary']], ['0.219785714286', '0.132283853952', '0.8025', ['poi', 'to_messages', 'from_messages', 'resto_dirfees', 'total_payments']], ['0.204846153846', '0.149027532205', '0.885', ['poi', 'to_messages', 'from_messages', 'resto_dirfees', 'exercised_stock_options']], ['0.841357142857', '0.41124497992', '0.256', ['poi', 'to_messages', 'from_messages', 'bonus', 'total_stock_value']], ['0.771636363636', '0.282682512733', '0.1665', ['poi', 'to_messages', 'from_messages', 'bonus', 'from_poi_to_this_person']], ['0.746636363636', '0.23853820598', '0.1795', ['poi', 'to_messages', 'from_messages', 'bonus', 'from_this_person_to_poi']], ['0.794666666667', '0.255789473684', '0.1215', ['poi', 'to_messages', 'from_messages', 'bonus', 'restricted_stock']], ['0.794583333333', '0.263959390863', '0.13', ['poi', 'to_messages', 'from_messages', 'bonus', 'salary']], ['0.824', '0.182191780822', '0.0665', ['poi', 'to_messages', 'from_messages', 'bonus', 'total_payments']], ['0.830923076923', '0.419902912621', '0.2595', ['poi', 'to_messages', 'from_messages', 'bonus', 'exercised_stock_options']], ['0.860142857143', '0.519736842105', '0.2765', ['poi', 'to_messages', 'from_messages', 'total_stock_value', 'from_poi_to_this_person']], ['0.861928571429', '0.532242540905', '0.2765', ['poi', 'to_messages', 'from_messages', 'total_stock_value', 'from_this_person_to_poi']], ['0.858857142857', '0.511650485437', '0.2635', ['poi', 'to_messages', 'from_messages', 'total_stock_value', 'restricted_stock']], ['0.848142857143', '0.4453125', '0.2565', ['poi', 'to_messages', 'from_messages', 'total_stock_value', 'salary']], ['0.850533333333', '0.37369519833', '0.179', ['poi', 'to_messages', 'from_messages', 'total_stock_value', 'total_payments']], ['0.841928571429', '0.419501133787', '0.2775', ['poi', 'to_messages', 'from_messages', 'total_stock_value', 'exercised_stock_options']], ['0.820666666667', '0.0064308681672', '0.004', ['poi', 'to_messages', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.794916666667', '0.232288037166', '0.1', ['poi', 'to_messages', 'from_messages', 'from_poi_to_this_person', 'restricted_stock']], ['0.775666666667', '0.236681887367', '0.1555', ['poi', 'to_messages', 'from_messages', 'from_poi_to_this_person', 'salary']], ['0.829142857143', '0.168918918919', '0.05', ['poi', 'to_messages', 'from_messages', 'from_poi_to_this_person', 'total_payments']], ['0.840416666667', '0.538322813345', '0.2985', ['poi', 'to_messages', 'from_messages', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.771833333333', '0.185153583618', '0.1085', ['poi', 'to_messages', 'from_messages', 'from_this_person_to_poi', 'restricted_stock']], ['0.751416666667', '0.193004372267', '0.1545', ['poi', 'to_messages', 'from_messages', 'from_this_person_to_poi', 'salary']], ['0.828642857143', '0.165829145729', '0.0495', ['poi', 'to_messages', 'from_messages', 'from_this_person_to_poi', 'total_payments']], ['0.840666666667', '0.540145985401', '0.296', ['poi', 'to_messages', 'from_messages', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.814461538462', '0.286307053942', '0.138', ['poi', 'to_messages', 'from_messages', 'restricted_stock', 'salary']], ['0.830785714286', '0.213953488372', '0.069', ['poi', 'to_messages', 'from_messages', 'restricted_stock', 'total_payments']], ['0.8435', '0.423293172691', '0.2635', ['poi', 'to_messages', 'from_messages', 'restricted_stock', 'exercised_stock_options']], ['0.829714285714', '0.183168316832', '0.0555', ['poi', 'to_messages', 'from_messages', 'salary', 'total_payments']], ['0.840461538462', '0.466424682396', '0.257', ['poi', 'to_messages', 'from_messages', 'salary', 'exercised_stock_options']], ['0.854133333333', '0.396929824561', '0.181', ['poi', 'to_messages', 'from_messages', 'total_payments', 'exercised_stock_options']], ['0.274615384615', '0.168125781669', '0.941', ['poi', 'to_messages', 'other', 'director_fees', 'resto_dirfees']], ['0.277615384615', '0.168713581354', '0.941', ['poi', 'to_messages', 'other', 'director_fees', 'bonus']], ['0.268666666667', '0.139643258878', '0.869', ['poi', 'to_messages', 'other', 'director_fees', 'total_stock_value']], ['0.269461538462', '0.160677106907', '0.8875', ['poi', 'to_messages', 'other', 'director_fees', 'from_poi_to_this_person']], ['0.264615384615', '0.152637382834', '0.8305', ['poi', 'to_messages', 'other', 'director_fees', 'from_this_person_to_poi']], ['0.249857142857', '0.14686825054', '0.884', ['poi', 'to_messages', 'other', 'director_fees', 'restricted_stock']], ['0.266846153846', '0.159199927595', '0.8795', ['poi', 'to_messages', 'other', 'director_fees', 'salary']], ['0.695142857143', '0.140456563094', '0.2215', ['poi', 'to_messages', 'other', 'director_fees', 'total_payments']], ['0.2554', '0.138816670606', '0.881', ['poi', 'to_messages', 'other', 'director_fees', 'exercised_stock_options']], ['0.193833333333', '0.164010507881', '0.9365', ['poi', 'to_messages', 'other', 'resto_dirfees', 'bonus']], ['0.219357142857', '0.135996738687', '0.834', ['poi', 'to_messages', 'other', 'resto_dirfees', 'total_stock_value']], ['0.18775', '0.158331128164', '0.8975', ['poi', 'to_messages', 'other', 'resto_dirfees', 'from_poi_to_this_person']], ['0.179416666667', '0.149593641154', '0.8375', ['poi', 'to_messages', 'other', 'resto_dirfees', 'from_this_person_to_poi']], ['0.172769230769', '0.144319843979', '0.888', ['poi', 'to_messages', 'other', 'resto_dirfees', 'restricted_stock']], ['0.188833333333', '0.1561444069', '0.878', ['poi', 'to_messages', 'other', 'resto_dirfees', 'salary']], ['0.224285714286', '0.132669983416', '0.8', ['poi', 'to_messages', 'other', 'resto_dirfees', 'total_payments']], ['0.202928571429', '0.136172241201', '0.857', ['poi', 'to_messages', 'other', 'resto_dirfees', 'exercised_stock_options']], ['0.833142857143', '0.346153846154', '0.189', ['poi', 'to_messages', 'other', 'bonus', 'total_stock_value']], ['0.798833333333', '0.211699164345', '0.076', ['poi', 'to_messages', 'other', 'bonus', 'from_poi_to_this_person']], ['0.78975', '0.166878980892', '0.0655', ['poi', 'to_messages', 'other', 'bonus', 'from_this_person_to_poi']], ['0.800307692308', '0.159038901602', '0.0695', ['poi', 'to_messages', 'other', 'bonus', 'restricted_stock']], ['0.799666666667', '0.185358255452', '0.0595', ['poi', 'to_messages', 'other', 'bonus', 'salary']], ['0.822142857143', '0.177631578947', '0.0675', ['poi', 'to_messages', 'other', 'bonus', 'total_payments']], ['0.837142857143', '0.361932938856', '0.1835', ['poi', 'to_messages', 'other', 'bonus', 'exercised_stock_options']], ['0.843071428571', '0.391877058178', '0.1785', ['poi', 'to_messages', 'other', 'total_stock_value', 'from_poi_to_this_person']], ['0.843642857143', '0.395116537181', '0.178', ['poi', 'to_messages', 'other', 'total_stock_value', 'from_this_person_to_poi']], ['0.846571428571', '0.415525114155', '0.182', ['poi', 'to_messages', 'other', 'total_stock_value', 'restricted_stock']], ['0.841571428571', '0.382795698925', '0.178', ['poi', 'to_messages', 'other', 'total_stock_value', 'salary']], ['0.838933333333', '0.311594202899', '0.172', ['poi', 'to_messages', 'other', 'total_stock_value', 'total_payments']], ['0.848428571429', '0.441346153846', '0.2295', ['poi', 'to_messages', 'other', 'total_stock_value', 'exercised_stock_options']], ['0.784083333333', '0.00336134453782', '0.001', ['poi', 'to_messages', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.806384615385', '0.151147098516', '0.056', ['poi', 'to_messages', 'other', 'from_poi_to_this_person', 'restricted_stock']], ['0.803083333333', '0.163265306122', '0.044', ['poi', 'to_messages', 'other', 'from_poi_to_this_person', 'salary']], ['0.821214285714', '0.0299065420561', '0.008', ['poi', 'to_messages', 'other', 'from_poi_to_this_person', 'total_payments']], ['0.841428571429', '0.382478632479', '0.179', ['poi', 'to_messages', 'other', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.795538461538', '0.12183908046', '0.053', ['poi', 'to_messages', 'other', 'from_this_person_to_poi', 'restricted_stock']], ['0.797083333333', '0.145187601958', '0.0445', ['poi', 'to_messages', 'other', 'from_this_person_to_poi', 'salary']], ['0.821357142857', '0.0282485875706', '0.0075', ['poi', 'to_messages', 'other', 'from_this_person_to_poi', 'total_payments']], ['0.843', '0.391684901532', '0.179', ['poi', 'to_messages', 'other', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.812076923077', '0.167916041979', '0.056', ['poi', 'to_messages', 'other', 'restricted_stock', 'salary']], ['0.821642857143', '0.176010430248', '0.0675', ['poi', 'to_messages', 'other', 'restricted_stock', 'total_payments']], ['0.841357142857', '0.386433710175', '0.188', ['poi', 'to_messages', 'other', 'restricted_stock', 'exercised_stock_options']], ['0.829785714286', '0.175972927242', '0.052', ['poi', 'to_messages', 'other', 'salary', 'total_payments']], ['0.840928571429', '0.380147835269', '0.18', ['poi', 'to_messages', 'other', 'salary', 'exercised_stock_options']], ['0.844866666667', '0.336663336663', '0.1685', ['poi', 'to_messages', 'other', 'total_payments', 'exercised_stock_options']], ['0.296666666667', '0.191570881226', '1.0', ['poi', 'to_messages', 'director_fees', 'resto_dirfees', 'bonus']], ['0.249466666667', '0.150219132537', '0.994', ['poi', 'to_messages', 'director_fees', 'resto_dirfees', 'total_stock_value']], ['0.2732', '0.120948234156', '1.0', ['poi', 'to_messages', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person']], ['0.2678', '0.114794053132', '0.942', ['poi', 'to_messages', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi']], ['0.261785714286', '0.161646504831', '0.9955', ['poi', 'to_messages', 'director_fees', 'resto_dirfees', 'restricted_stock']], ['0.277692307692', '0.174564030298', '0.991', ['poi', 'to_messages', 'director_fees', 'resto_dirfees', 'salary']], ['0.256071428571', '0.154755066875', '0.943', ['poi', 'to_messages', 'director_fees', 'resto_dirfees', 'total_payments']], ['0.278230769231', '0.174442190669', '0.989', ['poi', 'to_messages', 'director_fees', 'resto_dirfees', 'exercised_stock_options']], ['0.251866666667', '0.150628883164', '0.994', ['poi', 'to_messages', 'director_fees', 'bonus', 'total_stock_value']], ['0.297833333333', '0.191473017092', '0.997', ['poi', 'to_messages', 'director_fees', 'bonus', 'from_poi_to_this_person']], ['0.2885', '0.181694255112', '0.933', ['poi', 'to_messages', 'director_fees', 'bonus', 'from_this_person_to_poi']], ['0.264071428571', '0.161902435052', '0.994', ['poi', 'to_messages', 'director_fees', 'bonus', 'restricted_stock']], ['0.279307692308', '0.174542884904', '0.988', ['poi', 'to_messages', 'director_fees', 'bonus', 'salary']], ['0.655', '0.217226219025', '0.5435', ['poi', 'to_messages', 'director_fees', 'bonus', 'total_payments']], ['0.259785714286', '0.161444417456', '0.997', ['poi', 'to_messages', 'director_fees', 'bonus', 'exercised_stock_options']], ['0.246', '0.144764957265', '0.9485', ['poi', 'to_messages', 'director_fees', 'total_stock_value', 'from_poi_to_this_person']], ['0.246', '0.144764957265', '0.9485', ['poi', 'to_messages', 'director_fees', 'total_stock_value', 'from_this_person_to_poi']], ['0.249333333333', '0.1451563458', '0.947', ['poi', 'to_messages', 'director_fees', 'total_stock_value', 'restricted_stock']], ['0.242333333333', '0.144538070295', '0.952', ['poi', 'to_messages', 'director_fees', 'total_stock_value', 'salary']], ['0.731533333333', '0.203047172575', '0.3465', ['poi', 'to_messages', 'director_fees', 'total_stock_value', 'total_payments']], ['0.4392', '0.158718330849', '0.7455', ['poi', 'to_messages', 'director_fees', 'total_stock_value', 'exercised_stock_options']], ['0.2642', '0.107724580454', '0.873', ['poi', 'to_messages', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.255214285714', '0.153921971253', '0.937', ['poi', 'to_messages', 'director_fees', 'from_poi_to_this_person', 'restricted_stock']], ['0.271076923077', '0.167733333333', '0.9435', ['poi', 'to_messages', 'director_fees', 'from_poi_to_this_person', 'salary']], ['0.254071428571', '0.148764456278', '0.894', ['poi', 'to_messages', 'director_fees', 'from_poi_to_this_person', 'total_payments']], ['0.273692307692', '0.167233053121', '0.935', ['poi', 'to_messages', 'director_fees', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.246071428571', '0.144755418985', '0.8715', ['poi', 'to_messages', 'director_fees', 'from_this_person_to_poi', 'restricted_stock']], ['0.265153846154', '0.158883569687', '0.8795', ['poi', 'to_messages', 'director_fees', 'from_this_person_to_poi', 'salary']], ['0.254857142857', '0.148256299016', '0.8885', ['poi', 'to_messages', 'director_fees', 'from_this_person_to_poi', 'total_payments']], ['0.273769230769', '0.167248010017', '0.935', ['poi', 'to_messages', 'director_fees', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.256571428571', '0.153820816864', '0.934', ['poi', 'to_messages', 'director_fees', 'restricted_stock', 'salary']], ['0.6365', '0.166198400692', '0.3845', ['poi', 'to_messages', 'director_fees', 'restricted_stock', 'total_payments']], ['0.2478', '0.145009560229', '0.948', ['poi', 'to_messages', 'director_fees', 'restricted_stock', 'exercised_stock_options']], ['0.499071428571', '0.175533980583', '0.678', ['poi', 'to_messages', 'director_fees', 'salary', 'total_payments']], ['0.256428571429', '0.154818584797', '0.943', ['poi', 'to_messages', 'director_fees', 'salary', 'exercised_stock_options']], ['0.732866666667', '0.207519673565', '0.356', ['poi', 'to_messages', 'director_fees', 'total_payments', 'exercised_stock_options']], ['0.212142857143', '0.149782811046', '0.9655', ['poi', 'to_messages', 'resto_dirfees', 'bonus', 'total_stock_value']], ['0.220454545455', '0.18877212913', '0.997', ['poi', 'to_messages', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']], ['0.210545454545', '0.17920906124', '0.9335', ['poi', 'to_messages', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']], ['0.186615384615', '0.158242984694', '0.9925', ['poi', 'to_messages', 'resto_dirfees', 'bonus', 'restricted_stock']], ['0.202833333333', '0.172354062013', '0.995', ['poi', 'to_messages', 'resto_dirfees', 'bonus', 'salary']], ['0.226785714286', '0.141114274095', '0.8675', ['poi', 'to_messages', 'resto_dirfees', 'bonus', 'total_payments']], ['0.222769230769', '0.162389601733', '0.9745', ['poi', 'to_messages', 'resto_dirfees', 'bonus', 'exercised_stock_options']], ['0.167857142857', '0.141423900119', '0.9515', ['poi', 'to_messages', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']], ['0.168428571429', '0.141187853528', '0.9485', ['poi', 'to_messages', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']], ['0.2075', '0.14274491319', '0.9085', ['poi', 'to_messages', 'resto_dirfees', 'total_stock_value', 'restricted_stock']], ['0.201428571429', '0.144681839294', '0.9345', ['poi', 'to_messages', 'resto_dirfees', 'total_stock_value', 'salary']], ['0.215466666667', '0.126776707932', '0.8295', ['poi', 'to_messages', 'resto_dirfees', 'total_stock_value', 'total_payments']], ['0.216714285714', '0.142503987241', '0.8935', ['poi', 'to_messages', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']], ['0.145666666667', '0.101418186152', '0.851', ['poi', 'to_messages', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.193833333333', '0.165416811999', '0.9485', ['poi', 'to_messages', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']], ['0.198166666667', '0.168320278503', '0.967', ['poi', 'to_messages', 'resto_dirfees', 'from_poi_to_this_person', 'salary']], ['0.220214285714', '0.133618210206', '0.813', ['poi', 'to_messages', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']], ['0.180923076923', '0.152075957515', '0.945', ['poi', 'to_messages', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.182083333333', '0.154600901618', '0.8745', ['poi', 'to_messages', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']], ['0.188416666667', '0.158020327', '0.894', ['poi', 'to_messages', 'resto_dirfees', 'from_this_person_to_poi', 'salary']], ['0.220214285714', '0.133377189376', '0.811', ['poi', 'to_messages', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']], ['0.183769230769', '0.151799433886', '0.9385', ['poi', 'to_messages', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.179615384615', '0.150970756465', '0.937', ['poi', 'to_messages', 'resto_dirfees', 'restricted_stock', 'salary']], ['0.207214285714', '0.131470230863', '0.8115', ['poi', 'to_messages', 'resto_dirfees', 'restricted_stock', 'total_payments']], ['0.200142857143', '0.142268201618', '0.9145', ['poi', 'to_messages', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']], ['0.219785714286', '0.133492154769', '0.8125', ['poi', 'to_messages', 'resto_dirfees', 'salary', 'total_payments']], ['0.190071428571', '0.143522406291', '0.94', ['poi', 'to_messages', 'resto_dirfees', 'salary', 'exercised_stock_options']], ['0.221933333333', '0.127952604447', '0.8315', ['poi', 'to_messages', 'resto_dirfees', 'total_payments', 'exercised_stock_options']], ['0.843428571429', '0.416230366492', '0.2385', ['poi', 'to_messages', 'bonus', 'total_stock_value', 'from_poi_to_this_person']], ['0.844785714286', '0.422974176313', '0.2375', ['poi', 'to_messages', 'bonus', 'total_stock_value', 'from_this_person_to_poi']], ['0.841785714286', '0.409129332206', '0.242', ['poi', 'to_messages', 'bonus', 'total_stock_value', 'restricted_stock']], ['0.836714285714', '0.382207578254', '0.232', ['poi', 'to_messages', 'bonus', 'total_stock_value', 'salary']], ['0.842533333333', '0.337522441652', '0.188', ['poi', 'to_messages', 'bonus', 'total_stock_value', 'total_payments']], ['0.840428571429', '0.413716814159', '0.2805', ['poi', 'to_messages', 'bonus', 'total_stock_value', 'exercised_stock_options']], ['0.796909090909', '0.348051948052', '0.134', ['poi', 'to_messages', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.800166666667', '0.280837004405', '0.1275', ['poi', 'to_messages', 'bonus', 'from_poi_to_this_person', 'restricted_stock']], ['0.813083333333', '0.345222929936', '0.1355', ['poi', 'to_messages', 'bonus', 'from_poi_to_this_person', 'salary']], ['0.829', '0.214492753623', '0.074', ['poi', 'to_messages', 'bonus', 'from_poi_to_this_person', 'total_payments']], ['0.834230769231', '0.429094236048', '0.2345', ['poi', 'to_messages', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.797083333333', '0.258601553829', '0.1165', ['poi', 'to_messages', 'bonus', 'from_this_person_to_poi', 'restricted_stock']], ['0.801916666667', '0.275327771156', '0.1155', ['poi', 'to_messages', 'bonus', 'from_this_person_to_poi', 'salary']], ['0.827714285714', '0.200581395349', '0.069', ['poi', 'to_messages', 'bonus', 'from_this_person_to_poi', 'total_payments']], ['0.836230769231', '0.43966323667', '0.235', ['poi', 'to_messages', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.811', '0.271728271728', '0.136', ['poi', 'to_messages', 'bonus', 'restricted_stock', 'salary']], ['0.822571428571', '0.202702702703', '0.0825', ['poi', 'to_messages', 'bonus', 'restricted_stock', 'total_payments']], ['0.837928571429', '0.392141138733', '0.2445', ['poi', 'to_messages', 'bonus', 'restricted_stock', 'exercised_stock_options']], ['0.823285714286', '0.189790575916', '0.0725', ['poi', 'to_messages', 'bonus', 'salary', 'total_payments']], ['0.829692307692', '0.404464285714', '0.2265', ['poi', 'to_messages', 'bonus', 'salary', 'exercised_stock_options']], ['0.848333333333', '0.364532019704', '0.185', ['poi', 'to_messages', 'bonus', 'total_payments', 'exercised_stock_options']], ['0.8645', '0.556780595369', '0.2525', ['poi', 'to_messages', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.859428571429', '0.515655577299', '0.2635', ['poi', 'to_messages', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']], ['0.853214285714', '0.471264367816', '0.2255', ['poi', 'to_messages', 'total_stock_value', 'from_poi_to_this_person', 'salary']], ['0.8498', '0.368911917098', '0.178', ['poi', 'to_messages', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']], ['0.845142857143', '0.434169278997', '0.277', ['poi', 'to_messages', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.859', '0.512645914397', '0.2635', ['poi', 'to_messages', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']], ['0.855714285714', '0.489106753813', '0.2245', ['poi', 'to_messages', 'total_stock_value', 'from_this_person_to_poi', 'salary']], ['0.849733333333', '0.367983367983', '0.177', ['poi', 'to_messages', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']], ['0.847142857143', '0.443820224719', '0.2765', ['poi', 'to_messages', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.854928571429', '0.484907497566', '0.249', ['poi', 'to_messages', 'total_stock_value', 'restricted_stock', 'salary']], ['0.8512', '0.385601577909', '0.1955', ['poi', 'to_messages', 'total_stock_value', 'restricted_stock', 'total_payments']], ['0.85', '0.456672443674', '0.2635', ['poi', 'to_messages', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']], ['0.847', '0.348717948718', '0.17', ['poi', 'to_messages', 'total_stock_value', 'salary', 'total_payments']], ['0.849785714286', '0.455488331893', '0.2635', ['poi', 'to_messages', 'total_stock_value', 'salary', 'exercised_stock_options']], ['0.8458', '0.366808510638', '0.2155', ['poi', 'to_messages', 'total_stock_value', 'total_payments', 'exercised_stock_options']], ['0.802416666667', '0.207874015748', '0.066', ['poi', 'to_messages', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']], ['0.803416666667', '0.276463262765', '0.111', ['poi', 'to_messages', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']], ['0.831214285714', '0.0957683741648', '0.0215', ['poi', 'to_messages', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']], ['0.840666666667', '0.547210300429', '0.255', ['poi', 'to_messages', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.816615384615', '0.274117647059', '0.1165', ['poi', 'to_messages', 'from_poi_to_this_person', 'restricted_stock', 'salary']], ['0.830571428571', '0.212962962963', '0.069', ['poi', 'to_messages', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']], ['0.854071428571', '0.480401093892', '0.2635', ['poi', 'to_messages', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']], ['0.835357142857', '0.209523809524', '0.055', ['poi', 'to_messages', 'from_poi_to_this_person', 'salary', 'total_payments']], ['0.847846153846', '0.512731481481', '0.2215', ['poi', 'to_messages', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']], ['0.8552', '0.402714932127', '0.178', ['poi', 'to_messages', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']], ['0.814538461538', '0.265142857143', '0.116', ['poi', 'to_messages', 'from_this_person_to_poi', 'restricted_stock', 'salary']], ['0.829857142857', '0.209726443769', '0.069', ['poi', 'to_messages', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']], ['0.855', '0.486162361624', '0.2635', ['poi', 'to_messages', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']], ['0.834785714286', '0.206378986867', '0.055', ['poi', 'to_messages', 'from_this_person_to_poi', 'salary', 'total_payments']], ['0.848615384615', '0.518912529551', '0.2195', ['poi', 'to_messages', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']], ['0.8556', '0.405466970387', '0.178', ['poi', 'to_messages', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']], ['0.829214285714', '0.207772795217', '0.0695', ['poi', 'to_messages', 'restricted_stock', 'salary', 'total_payments']], ['0.854571428571', '0.483177570093', '0.2585', ['poi', 'to_messages', 'restricted_stock', 'salary', 'exercised_stock_options']], ['0.850333333333', '0.380720545278', '0.1955', ['poi', 'to_messages', 'restricted_stock', 'total_payments', 'exercised_stock_options']], ['0.8518', '0.379719525351', '0.176', ['poi', 'to_messages', 'salary', 'total_payments', 'exercised_stock_options']], ['0.848307692308', '0.512367491166', '0.29', ['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'deferred_income']], ['0.817', '0.413274336283', '0.2335', ['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'long_term_incentive']], ['0.307076923077', '0.174832962138', '0.942', ['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'restricted_stock_deferred']], ['0.807692307692', '0.3046875', '0.195', ['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'shared_receipt_with_poi']], ['0.770692307692', '0.222410865874', '0.1965', ['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'from_messages']], ['0.79675', '0.19724137931', '0.0715', ['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'other']], ['0.303461538462', '0.173470332315', '0.937', ['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'director_fees']], ['0.223333333333', '0.170151405912', '0.944', ['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'resto_dirfees']], ['0.813416666667', '0.383867832847', '0.1975', ['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'bonus']], ['0.857214285714', '0.500438981563', '0.285', ['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'total_stock_value']], ['0.814153846154', '0.334920634921', '0.211', ['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'from_poi_to_this_person']], ['0.806846153846', '0.250731707317', '0.1285', ['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'from_this_person_to_poi']], ['0.838142857143', '0.366197183099', '0.182', ['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'restricted_stock']], ['0.814166666667', '0.383603238866', '0.1895', ['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'salary']], ['0.823923076923', '0.257956448911', '0.077', ['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'total_payments']], ['0.852928571429', '0.47459086994', '0.2755', ['poi', 'salary_bonus', 'deferral_payments', 'expenses', 'exercised_stock_options']], ['0.836333333333', '0.515437392796', '0.3005', ['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'long_term_incentive']], ['0.32325', '0.189698874582', '0.9355', ['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred']], ['0.830923076923', '0.423136645963', '0.2725', ['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi']], ['0.836461538462', '0.452844311377', '0.3025', ['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'from_messages']], ['0.81825', '0.40621761658', '0.196', ['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'other']], ['0.324166666667', '0.189847715736', '0.935', ['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'director_fees']], ['0.222166666667', '0.17023381295', '0.9465', ['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'resto_dirfees']], ['0.835916666667', '0.513058129739', '0.3045', ['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'bonus']], ['0.845857142857', '0.442082111437', '0.3015', ['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'total_stock_value']], ['0.842461538462', '0.477981651376', '0.2605', ['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'from_poi_to_this_person']], ['0.836076923077', '0.442086648983', '0.25', ['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'from_this_person_to_poi']], ['0.840857142857', '0.406403940887', '0.2475', ['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'restricted_stock']], ['0.829166666667', '0.479235880399', '0.2885', ['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'salary']], ['0.836384615385', '0.413605442177', '0.152', ['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'total_payments']], ['0.853285714286', '0.477832512315', '0.291', ['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'exercised_stock_options']], ['0.353272727273', '0.211269196025', '0.9355', ['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred']], ['0.805166666667', '0.366085578447', '0.231', ['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi']], ['0.780083333333', '0.341123818996', '0.343', ['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'from_messages']], ['0.791090909091', '0.276946107784', '0.0925', ['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'other']], ['0.327083333333', '0.190524707081', '0.935', ['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'director_fees']], ['0.253636363636', '0.189251401121', '0.9455', ['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'resto_dirfees']], ['0.795454545455', '0.387387387387', '0.215', ['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'bonus']], ['0.840076923077', '0.466094420601', '0.2715', ['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'total_stock_value']], ['0.81075', '0.377597109304', '0.209', ['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'from_poi_to_this_person']], ['0.798916666667', '0.293706293706', '0.147', ['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'from_this_person_to_poi']], ['0.824538461538', '0.37376460018', '0.208', ['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'restricted_stock']], ['0.804', '0.417894736842', '0.1985', ['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'salary']], ['0.819461538462', '0.252496433666', '0.0885', ['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'total_payments']], ['0.838615384615', '0.45625', '0.2555', ['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'exercised_stock_options']], ['0.324083333333', '0.189639410868', '0.9335', ['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi']], ['0.336166666667', '0.184872174097', '0.875', ['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'from_messages']], ['0.333583333333', '0.185527005768', '0.8845', ['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'other']], ['0.41425', '0.213316611561', '0.9355', ['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'director_fees']], ['0.350636363636', '0.211359299585', '0.9415', ['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'resto_dirfees']], ['0.366454545455', '0.215569547796', '0.9415', ['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'bonus']], ['0.292642857143', '0.162351533795', '0.95', ['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'total_stock_value']], ['0.325333333333', '0.190495532088', '0.938', ['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'from_poi_to_this_person']], ['0.324083333333', '0.184120748475', '0.8905', ['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'from_this_person_to_poi']], ['0.308846153846', '0.174844055488', '0.939', ['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'restricted_stock']], ['0.33825', '0.1947384647', '0.9475', ['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'salary']], ['0.291769230769', '0.165382115331', '0.8905', ['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'total_payments']], ['0.306692307692', '0.174086811042', '0.9365', ['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock_deferred', 'exercised_stock_options']], ['0.735583333333', '0.197212183789', '0.191', ['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages']], ['0.784666666667', '0.169683257919', '0.075', ['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'other']], ['0.294615384615', '0.171221570066', '0.9335', ['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees']], ['0.23075', '0.170509432243', '0.9355', ['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'resto_dirfees']], ['0.803', '0.33865248227', '0.191', ['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'bonus']], ['0.835428571429', '0.377616747182', '0.2345', ['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'total_stock_value']], ['0.789333333333', '0.301801801802', '0.201', ['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'from_poi_to_this_person']], ['0.788833333333', '0.25', '0.1335', ['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'from_this_person_to_poi']], ['0.803384615385', '0.259930915371', '0.1505', ['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'restricted_stock']], ['0.795416666667', '0.304048234281', '0.1765', ['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'salary']], ['0.817785714286', '0.168471720818', '0.07', ['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'total_payments']], ['0.828769230769', '0.408130081301', '0.251', ['poi', 'salary_bonus', 'deferral_payments', 'shared_receipt_with_poi', 'exercised_stock_options']], ['0.782333333333', '0.205769230769', '0.107', ['poi', 'salary_bonus', 'deferral_payments', 'from_messages', 'other']], ['0.319538461538', '0.168827399381', '0.8725', ['poi', 'salary_bonus', 'deferral_payments', 'from_messages', 'director_fees']], ['0.2465', '0.164921964218', '0.8665', ['poi', 'salary_bonus', 'deferral_payments', 'from_messages', 'resto_dirfees']], ['0.785333333333', '0.273228346457', '0.1735', ['poi', 'salary_bonus', 'deferral_payments', 'from_messages', 'bonus']], ['0.845714285714', '0.433774834437', '0.262', ['poi', 'salary_bonus', 'deferral_payments', 'from_messages', 'total_stock_value']], ['0.721833333333', '0.191988950276', '0.2085', ['poi', 'salary_bonus', 'deferral_payments', 'from_messages', 'from_poi_to_this_person']], ['0.722333333333', '0.187910028116', '0.2005', ['poi', 'salary_bonus', 'deferral_payments', 'from_messages', 'from_this_person_to_poi']], ['0.799769230769', '0.242527754056', '0.142', ['poi', 'salary_bonus', 'deferral_payments', 'from_messages', 'restricted_stock']], ['0.74875', '0.207492795389', '0.18', ['poi', 'salary_bonus', 'deferral_payments', 'from_messages', 'salary']], ['0.820285714286', '0.151351351351', '0.056', ['poi', 'salary_bonus', 'deferral_payments', 'from_messages', 'total_payments']], ['0.836615384615', '0.452234206471', '0.2935', ['poi', 'salary_bonus', 'deferral_payments', 'from_messages', 'exercised_stock_options']], ['0.327666666667', '0.184155735998', '0.8845', ['poi', 'salary_bonus', 'deferral_payments', 'other', 'director_fees']], ['0.238636363636', '0.18019464232', '0.898', ['poi', 'salary_bonus', 'deferral_payments', 'other', 'resto_dirfees']], ['0.788454545455', '0.292249047014', '0.115', ['poi', 'salary_bonus', 'deferral_payments', 'other', 'bonus']], ['0.839142857143', '0.37573964497', '0.1905', ['poi', 'salary_bonus', 'deferral_payments', 'other', 'total_stock_value']], ['0.790666666667', '0.186274509804', '0.076', ['poi', 'salary_bonus', 'deferral_payments', 'other', 'from_poi_to_this_person']], ['0.780666666667', '0.116504854369', '0.048', ['poi', 'salary_bonus', 'deferral_payments', 'other', 'from_this_person_to_poi']], ['0.803769230769', '0.163614163614', '0.067', ['poi', 'salary_bonus', 'deferral_payments', 'other', 'restricted_stock']], ['0.775818181818', '0.188502673797', '0.0705', ['poi', 'salary_bonus', 'deferral_payments', 'other', 'salary']], ['0.812461538462', '0.184438040346', '0.064', ['poi', 'salary_bonus', 'deferral_payments', 'other', 'total_payments']], ['0.830461538462', '0.390086206897', '0.181', ['poi', 'salary_bonus', 'deferral_payments', 'other', 'exercised_stock_options']], ['0.3215', '0.190110998991', '0.942', ['poi', 'salary_bonus', 'deferral_payments', 'director_fees', 'resto_dirfees']], ['0.343', '0.194749948122', '0.9385', ['poi', 'salary_bonus', 'deferral_payments', 'director_fees', 'bonus']], ['0.290933333333', '0.152278949911', '0.9455', ['poi', 'salary_bonus', 'deferral_payments', 'director_fees', 'total_stock_value']], ['0.303', '0.173675940475', '0.9395', ['poi', 'salary_bonus', 'deferral_payments', 'director_fees', 'from_poi_to_this_person']], ['0.304230769231', '0.166587789872', '0.88', ['poi', 'salary_bonus', 'deferral_payments', 'director_fees', 'from_this_person_to_poi']], ['0.295', '0.161767233969', '0.941', ['poi', 'salary_bonus', 'deferral_payments', 'director_fees', 'restricted_stock']], ['0.317', '0.176647551001', '0.9395', ['poi', 'salary_bonus', 'deferral_payments', 'director_fees', 'salary']], ['0.369769230769', '0.178752982675', '0.8615', ['poi', 'salary_bonus', 'deferral_payments', 'director_fees', 'total_payments']], ['0.301714285714', '0.16314330272', '0.9415', ['poi', 'salary_bonus', 'deferral_payments', 'director_fees', 'exercised_stock_options']], ['0.251181818182', '0.188679245283', '0.945', ['poi', 'salary_bonus', 'deferral_payments', 'resto_dirfees', 'bonus']], ['0.213285714286', '0.146842187745', '0.937', ['poi', 'salary_bonus', 'deferral_payments', 'resto_dirfees', 'total_stock_value']], ['0.22925', '0.1710084415', '0.942', ['poi', 'salary_bonus', 'deferral_payments', 'resto_dirfees', 'from_poi_to_this_person']], ['0.22325', '0.162906344967', '0.8845', ['poi', 'salary_bonus', 'deferral_payments', 'resto_dirfees', 'from_this_person_to_poi']], ['0.213846153846', '0.156813627255', '0.939', ['poi', 'salary_bonus', 'deferral_payments', 'resto_dirfees', 'restricted_stock']], ['0.241818181818', '0.186076450782', '0.9395', ['poi', 'salary_bonus', 'deferral_payments', 'resto_dirfees', 'salary']], ['0.238461538462', '0.146247537166', '0.8165', ['poi', 'salary_bonus', 'deferral_payments', 'resto_dirfees', 'total_payments']], ['0.220615384615', '0.157916876998', '0.9385', ['poi', 'salary_bonus', 'deferral_payments', 'resto_dirfees', 'exercised_stock_options']], ['0.840769230769', '0.471264367816', '0.287', ['poi', 'salary_bonus', 'deferral_payments', 'bonus', 'total_stock_value']], ['0.800545454545', '0.401020408163', '0.1965', ['poi', 'salary_bonus', 'deferral_payments', 'bonus', 'from_poi_to_this_person']], ['0.785272727273', '0.29290617849', '0.128', ['poi', 'salary_bonus', 'deferral_payments', 'bonus', 'from_this_person_to_poi']], ['0.817538461538', '0.335106382979', '0.189', ['poi', 'salary_bonus', 'deferral_payments', 'bonus', 'restricted_stock']], ['0.795454545455', '0.364718614719', '0.1685', ['poi', 'salary_bonus', 'deferral_payments', 'bonus', 'salary']], ['0.819230769231', '0.297453703704', '0.1285', ['poi', 'salary_bonus', 'deferral_payments', 'bonus', 'total_payments']], ['0.841615384615', '0.477702191988', '0.316', ['poi', 'salary_bonus', 'deferral_payments', 'bonus', 'exercised_stock_options']], ['0.844769230769', '0.490853658537', '0.2415', ['poi', 'salary_bonus', 'deferral_payments', 'total_stock_value', 'from_poi_to_this_person']], ['0.860714285714', '0.526997840173', '0.244', ['poi', 'salary_bonus', 'deferral_payments', 'total_stock_value', 'from_this_person_to_poi']], ['0.863428571429', '0.542226487524', '0.2825', ['poi', 'salary_bonus', 'deferral_payments', 'total_stock_value', 'restricted_stock']], ['0.840230769231', '0.463713477851', '0.246', ['poi', 'salary_bonus', 'deferral_payments', 'total_stock_value', 'salary']], ['0.8506', '0.375387797311', '0.1815', ['poi', 'salary_bonus', 'deferral_payments', 'total_stock_value', 'total_payments']], ['0.840461538462', '0.467600700525', '0.267', ['poi', 'salary_bonus', 'deferral_payments', 'total_stock_value', 'exercised_stock_options']], ['0.798833333333', '0.269487750557', '0.121', ['poi', 'salary_bonus', 'deferral_payments', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.815076923077', '0.277041942605', '0.1255', ['poi', 'salary_bonus', 'deferral_payments', 'from_poi_to_this_person', 'restricted_stock']], ['0.80625', '0.33055265902', '0.1585', ['poi', 'salary_bonus', 'deferral_payments', 'from_poi_to_this_person', 'salary']], ['0.824461538462', '0.245487364621', '0.068', ['poi', 'salary_bonus', 'deferral_payments', 'from_poi_to_this_person', 'total_payments']], ['0.841615384615', '0.471931493815', '0.248', ['poi', 'salary_bonus', 'deferral_payments', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.803', '0.215228426396', '0.106', ['poi', 'salary_bonus', 'deferral_payments', 'from_this_person_to_poi', 'restricted_stock']], ['0.792083333333', '0.228320526894', '0.104', ['poi', 'salary_bonus', 'deferral_payments', 'from_this_person_to_poi', 'salary']], ['0.827615384615', '0.266924564797', '0.069', ['poi', 'salary_bonus', 'deferral_payments', 'from_this_person_to_poi', 'total_payments']], ['0.847', '0.505641025641', '0.2465', ['poi', 'salary_bonus', 'deferral_payments', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.816615384615', '0.299163179916', '0.143', ['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock', 'salary']], ['0.825571428571', '0.207671957672', '0.0785', ['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock', 'total_payments']], ['0.858285714286', '0.507220216606', '0.281', ['poi', 'salary_bonus', 'deferral_payments', 'restricted_stock', 'exercised_stock_options']], ['0.816538461538', '0.223816355811', '0.078', ['poi', 'salary_bonus', 'deferral_payments', 'salary', 'total_payments']], ['0.833615384615', '0.424467099166', '0.229', ['poi', 'salary_bonus', 'deferral_payments', 'salary', 'exercised_stock_options']], ['0.848', '0.425407925408', '0.1825', ['poi', 'salary_bonus', 'deferral_payments', 'total_payments', 'exercised_stock_options']], ['0.851333333333', '0.590452261307', '0.3525', ['poi', 'salary_bonus', 'expenses', 'deferred_income', 'long_term_incentive']], ['0.312583333333', '0.195140989365', '1.0', ['poi', 'salary_bonus', 'expenses', 'deferred_income', 'restricted_stock_deferred']], ['0.841923076923', '0.478363493312', '0.304', ['poi', 'salary_bonus', 'expenses', 'deferred_income', 'shared_receipt_with_poi']], ['0.851461538462', '0.528348397699', '0.3215', ['poi', 'salary_bonus', 'expenses', 'deferred_income', 'from_messages']], ['0.833083333333', '0.498357064622', '0.2275', ['poi', 'salary_bonus', 'expenses', 'deferred_income', 'other']], ['0.305916666667', '0.193629586601', '1.0', ['poi', 'salary_bonus', 'expenses', 'deferred_income', 'director_fees']], ['0.203416666667', '0.173025348214', '1.0', ['poi', 'salary_bonus', 'expenses', 'deferred_income', 'resto_dirfees']], ['0.850916666667', '0.583399209486', '0.369', ['poi', 'salary_bonus', 'expenses', 'deferred_income', 'bonus']], ['0.854928571429', '0.489273356401', '0.3535', ['poi', 'salary_bonus', 'expenses', 'deferred_income', 'total_stock_value']], ['0.844083333333', '0.56405163853', '0.284', ['poi', 'salary_bonus', 'expenses', 'deferred_income', 'from_poi_to_this_person']], ['0.835083333333', '0.509417040359', '0.284', ['poi', 'salary_bonus', 'expenses', 'deferred_income', 'from_this_person_to_poi']], ['0.847571428571', '0.447077409163', '0.283', ['poi', 'salary_bonus', 'expenses', 'deferred_income', 'restricted_stock']], ['0.841666666667', '0.541946308725', '0.323', ['poi', 'salary_bonus', 'expenses', 'deferred_income', 'salary']], ['0.846076923077', '0.499395405079', '0.2065', ['poi', 'salary_bonus', 'expenses', 'deferred_income', 'total_payments']], ['0.861571428571', '0.523449319213', '0.346', ['poi', 'salary_bonus', 'expenses', 'deferred_income', 'exercised_stock_options']], ['0.312', '0.195007800312', '1.0', ['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'restricted_stock_deferred']], ['0.816076923077', '0.360057265569', '0.2515', ['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi']], ['0.826461538462', '0.410987482615', '0.2955', ['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'from_messages']], ['0.797181818182', '0.355081555834', '0.1415', ['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'other']], ['0.300166666667', '0.19234468167', '1.0', ['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'director_fees']], ['0.205916666667', '0.173475583312', '1.0', ['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'resto_dirfees']], ['0.796727272727', '0.398799313894', '0.2325', ['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'bonus']], ['0.845214285714', '0.442847364819', '0.3235', ['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'total_stock_value']], ['0.822416666667', '0.438497652582', '0.2335', ['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'from_poi_to_this_person']], ['0.80525', '0.347786811201', '0.1925', ['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'from_this_person_to_poi']], ['0.823923076923', '0.381069958848', '0.2315', ['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'restricted_stock']], ['0.804090909091', '0.424390243902', '0.2175', ['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'salary']], ['0.828769230769', '0.356598984772', '0.1405', ['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'total_payments']], ['0.855071428571', '0.488750969744', '0.315', ['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'exercised_stock_options']], ['0.282846153846', '0.176631634726', '1.0', ['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi']], ['0.302692307692', '0.174873446848', '0.95', ['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'from_messages']], ['0.305083333333', '0.185221968418', '0.9325', ['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'other']], ['0.406916666667', '0.219370406932', '1.0', ['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'director_fees']], ['0.312833333333', '0.195198126098', '1.0', ['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'resto_dirfees']], ['0.313083333333', '0.1952552963', '1.0', ['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'bonus']], ['0.260142857143', '0.161838485192', '1.0', ['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'total_stock_value']], ['0.288307692308', '0.177746178457', '1.0', ['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'from_poi_to_this_person']], ['0.295', '0.184323690383', '0.943', ['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'from_this_person_to_poi']], ['0.284923076923', '0.176767676768', '0.9975', ['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'restricted_stock']], ['0.308916666667', '0.193771289538', '0.9955', ['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'salary']], ['0.278461538462', '0.17059453669', '0.9555', ['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'total_payments']], ['0.2655', '0.162826671009', '1.0', ['poi', 'salary_bonus', 'expenses', 'restricted_stock_deferred', 'exercised_stock_options']], ['0.811076923077', '0.314634146341', '0.1935', ['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'from_messages']], ['0.810538461538', '0.23900789177', '0.106', ['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'other']], ['0.278615384615', '0.17577781684', '1.0', ['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'director_fees']], ['0.186', '0.158957240502', '1.0', ['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees']], ['0.819692307692', '0.365834633385', '0.2345', ['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'bonus']], ['0.838285714286', '0.413043478261', '0.3135', ['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'total_stock_value']], ['0.821230769231', '0.369143780291', '0.2285', ['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'from_poi_to_this_person']], ['0.806076923077', '0.283097418818', '0.17', ['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'from_this_person_to_poi']], ['0.815214285714', '0.287164612038', '0.198', ['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'restricted_stock']], ['0.812', '0.3353115727', '0.226', ['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'salary']], ['0.825', '0.265135699374', '0.127', ['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'total_payments']], ['0.840214285714', '0.416254416961', '0.2945', ['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'exercised_stock_options']], ['0.810307692308', '0.245633187773', '0.1125', ['poi', 'salary_bonus', 'expenses', 'from_messages', 'other']], ['0.301307692308', '0.174584213912', '0.95', ['poi', 'salary_bonus', 'expenses', 'from_messages', 'director_fees']], ['0.211', '0.155585217319', '0.9325', ['poi', 'salary_bonus', 'expenses', 'from_messages', 'resto_dirfees']], ['0.821461538462', '0.350697674419', '0.1885', ['poi', 'salary_bonus', 'expenses', 'from_messages', 'bonus']], ['0.860214285714', '0.516449885233', '0.3375', ['poi', 'salary_bonus', 'expenses', 'from_messages', 'total_stock_value']], ['0.815153846154', '0.331662489557', '0.1985', ['poi', 'salary_bonus', 'expenses', 'from_messages', 'from_poi_to_this_person']], ['0.806769230769', '0.315561959654', '0.219', ['poi', 'salary_bonus', 'expenses', 'from_messages', 'from_this_person_to_poi']], ['0.826785714286', '0.297426120114', '0.156', ['poi', 'salary_bonus', 'expenses', 'from_messages', 'restricted_stock']], ['0.815923076923', '0.331619537275', '0.1935', ['poi', 'salary_bonus', 'expenses', 'from_messages', 'salary']], ['0.838071428571', '0.311706629055', '0.1105', ['poi', 'salary_bonus', 'expenses', 'from_messages', 'total_payments']], ['0.857571428571', '0.502272727273', '0.3315', ['poi', 'salary_bonus', 'expenses', 'from_messages', 'exercised_stock_options']], ['0.295166666667', '0.183679467085', '0.9375', ['poi', 'salary_bonus', 'expenses', 'other', 'director_fees']], ['0.1985', '0.16575991576', '0.9445', ['poi', 'salary_bonus', 'expenses', 'other', 'resto_dirfees']], ['0.802181818182', '0.386010362694', '0.149', ['poi', 'salary_bonus', 'expenses', 'other', 'bonus']], ['0.849428571429', '0.450184501845', '0.244', ['poi', 'salary_bonus', 'expenses', 'other', 'total_stock_value']], ['0.815583333333', '0.345875542692', '0.1195', ['poi', 'salary_bonus', 'expenses', 'other', 'from_poi_to_this_person']], ['0.804083333333', '0.280350438048', '0.112', ['poi', 'salary_bonus', 'expenses', 'other', 'from_this_person_to_poi']], ['0.816076923077', '0.276059564719', '0.1205', ['poi', 'salary_bonus', 'expenses', 'other', 'restricted_stock']], ['0.804909090909', '0.37542662116', '0.11', ['poi', 'salary_bonus', 'expenses', 'other', 'salary']], ['0.825461538462', '0.321854304636', '0.1215', ['poi', 'salary_bonus', 'expenses', 'other', 'total_payments']], ['0.850642857143', '0.455522971652', '0.233', ['poi', 'salary_bonus', 'expenses', 'other', 'exercised_stock_options']], ['0.305166666667', '0.193461017605', '1.0', ['poi', 'salary_bonus', 'expenses', 'director_fees', 'resto_dirfees']], ['0.305583333333', '0.193554630795', '1.0', ['poi', 'salary_bonus', 'expenses', 'director_fees', 'bonus']], ['0.439333333333', '0.191649028286', '0.996', ['poi', 'salary_bonus', 'expenses', 'director_fees', 'total_stock_value']], ['0.283846153846', '0.176834659593', '1.0', ['poi', 'salary_bonus', 'expenses', 'director_fees', 'from_poi_to_this_person']], ['0.281153846154', '0.171364653244', '0.9575', ['poi', 'salary_bonus', 'expenses', 'director_fees', 'from_this_person_to_poi']], ['0.262785714286', '0.161885412434', '0.996', ['poi', 'salary_bonus', 'expenses', 'director_fees', 'restricted_stock']], ['0.298583333333', '0.191341991342', '0.9945', ['poi', 'salary_bonus', 'expenses', 'director_fees', 'salary']], ['0.563692307692', '0.208108108108', '0.6545', ['poi', 'salary_bonus', 'expenses', 'director_fees', 'total_payments']], ['0.336428571429', '0.176976249557', '0.9985', ['poi', 'salary_bonus', 'expenses', 'director_fees', 'exercised_stock_options']], ['0.218727272727', '0.188786105343', '1.0', ['poi', 'salary_bonus', 'expenses', 'resto_dirfees', 'bonus']], ['0.2155', '0.150548510075', '0.9675', ['poi', 'salary_bonus', 'expenses', 'resto_dirfees', 'total_stock_value']], ['0.206166666667', '0.173520735728', '1.0', ['poi', 'salary_bonus', 'expenses', 'resto_dirfees', 'from_poi_to_this_person']], ['0.195416666667', '0.164401578255', '0.9375', ['poi', 'salary_bonus', 'expenses', 'resto_dirfees', 'from_this_person_to_poi']], ['0.185153846154', '0.158547246285', '0.9975', ['poi', 'salary_bonus', 'expenses', 'resto_dirfees', 'restricted_stock']], ['0.202', '0.171977831659', '0.993', ['poi', 'salary_bonus', 'expenses', 'resto_dirfees', 'salary']], ['0.224769230769', '0.150726392252', '0.8715', ['poi', 'salary_bonus', 'expenses', 'resto_dirfees', 'total_payments']], ['0.215357142857', '0.150851014222', '0.9705', ['poi', 'salary_bonus', 'expenses', 'resto_dirfees', 'exercised_stock_options']], ['0.849714285714', '0.464383561644', '0.339', ['poi', 'salary_bonus', 'expenses', 'bonus', 'total_stock_value']], ['0.812583333333', '0.394936708861', '0.234', ['poi', 'salary_bonus', 'expenses', 'bonus', 'from_poi_to_this_person']], ['0.808166666667', '0.351960784314', '0.1795', ['poi', 'salary_bonus', 'expenses', 'bonus', 'from_this_person_to_poi']], ['0.813076923077', '0.330173775671', '0.209', ['poi', 'salary_bonus', 'expenses', 'bonus', 'restricted_stock']], ['0.806545454545', '0.434560327198', '0.2125', ['poi', 'salary_bonus', 'expenses', 'bonus', 'salary']], ['0.827230769231', '0.374745417515', '0.184', ['poi', 'salary_bonus', 'expenses', 'bonus', 'total_payments']], ['0.850214285714', '0.465578424414', '0.328', ['poi', 'salary_bonus', 'expenses', 'bonus', 'exercised_stock_options']], ['0.856714285714', '0.497532894737', '0.3025', ['poi', 'salary_bonus', 'expenses', 'total_stock_value', 'from_poi_to_this_person']], ['0.855285714286', '0.489344262295', '0.2985', ['poi', 'salary_bonus', 'expenses', 'total_stock_value', 'from_this_person_to_poi']], ['0.858785714286', '0.508550185874', '0.342', ['poi', 'salary_bonus', 'expenses', 'total_stock_value', 'restricted_stock']], ['0.849142857143', '0.45631825273', '0.2925', ['poi', 'salary_bonus', 'expenses', 'total_stock_value', 'salary']], ['0.8566', '0.430414746544', '0.2335', ['poi', 'salary_bonus', 'expenses', 'total_stock_value', 'total_payments']], ['0.855071428571', '0.489330389993', '0.3325', ['poi', 'salary_bonus', 'expenses', 'total_stock_value', 'exercised_stock_options']], ['0.806666666667', '0.342209072978', '0.1735', ['poi', 'salary_bonus', 'expenses', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.826', '0.366326530612', '0.1795', ['poi', 'salary_bonus', 'expenses', 'from_poi_to_this_person', 'restricted_stock']], ['0.822333333333', '0.434393638171', '0.2185', ['poi', 'salary_bonus', 'expenses', 'from_poi_to_this_person', 'salary']], ['0.831692307692', '0.360534124629', '0.1215', ['poi', 'salary_bonus', 'expenses', 'from_poi_to_this_person', 'total_payments']], ['0.853785714286', '0.480432972523', '0.2885', ['poi', 'salary_bonus', 'expenses', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.808153846154', '0.277477477477', '0.154', ['poi', 'salary_bonus', 'expenses', 'from_this_person_to_poi', 'restricted_stock']], ['0.805083333333', '0.323621227888', '0.1555', ['poi', 'salary_bonus', 'expenses', 'from_this_person_to_poi', 'salary']], ['0.833461538462', '0.378854625551', '0.129', ['poi', 'salary_bonus', 'expenses', 'from_this_person_to_poi', 'total_payments']], ['0.856928571429', '0.498680738786', '0.2835', ['poi', 'salary_bonus', 'expenses', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.821153846154', '0.347417840376', '0.185', ['poi', 'salary_bonus', 'expenses', 'restricted_stock', 'salary']], ['0.831285714286', '0.297991071429', '0.1335', ['poi', 'salary_bonus', 'expenses', 'restricted_stock', 'total_payments']], ['0.857928571429', '0.504041146216', '0.343', ['poi', 'salary_bonus', 'expenses', 'restricted_stock', 'exercised_stock_options']], ['0.829384615385', '0.353494623656', '0.1315', ['poi', 'salary_bonus', 'expenses', 'salary', 'total_payments']], ['0.854785714286', '0.486464315012', '0.2965', ['poi', 'salary_bonus', 'expenses', 'salary', 'exercised_stock_options']], ['0.855', '0.484662576687', '0.237', ['poi', 'salary_bonus', 'expenses', 'total_payments', 'exercised_stock_options']], ['0.328272727273', '0.213015230589', '1.0', ['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred']], ['0.843076923077', '0.487046632124', '0.376', ['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi']], ['0.851', '0.522580645161', '0.3645', ['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'from_messages']], ['0.811909090909', '0.465807730426', '0.235', ['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'other']], ['0.325909090909', '0.212426978226', '1.0', ['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'director_fees']], ['0.218818181818', '0.188803927122', '1.0', ['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'resto_dirfees']], ['0.837727272727', '0.577393808495', '0.401', ['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'bonus']], ['0.855428571429', '0.492197659298', '0.3785', ['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'total_stock_value']], ['0.851583333333', '0.584295612009', '0.3795', ['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person']], ['0.83325', '0.499653499653', '0.3605', ['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'from_this_person_to_poi']], ['0.847307692308', '0.50532292406', '0.356', ['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'restricted_stock']], ['0.832454545455', '0.563977180114', '0.346', ['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'salary']], ['0.836307692308', '0.435613682093', '0.2165', ['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'total_payments']], ['0.857785714286', '0.503067484663', '0.369', ['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'exercised_stock_options']], ['0.281307692308', '0.176320197479', '1.0', ['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi']], ['0.299769230769', '0.171370408069', '0.926', ['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'from_messages']], ['0.316083333333', '0.188747367365', '0.941', ['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'other']], ['0.449454545455', '0.248262164846', '1.0', ['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'director_fees']], ['0.344909090909', '0.217249619813', '1.0', ['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees']], ['0.344909090909', '0.217249619813', '1.0', ['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'bonus']], ['0.261214285714', '0.16203516163', '1.0', ['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'total_stock_value']], ['0.304166666667', '0.193236714976', '1.0', ['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'from_poi_to_this_person']], ['0.303666666667', '0.185719936709', '0.939', ['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'from_this_person_to_poi']], ['0.285307692308', '0.176329574714', '0.993', ['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'restricted_stock']], ['0.308416666667', '0.193836881501', '0.997', ['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'salary']], ['0.278615384615', '0.169444444444', '0.9455', ['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'total_payments']], ['0.266142857143', '0.162946064853', '1.0', ['poi', 'salary_bonus', 'deferred_income', 'restricted_stock_deferred', 'exercised_stock_options']], ['0.839083333333', '0.526682134571', '0.3405', ['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'from_messages']], ['0.827307692308', '0.385406922357', '0.206', ['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'other']], ['0.285307692308', '0.177132229209', '1.0', ['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'director_fees']], ['0.196583333333', '0.171806545829', '1.0', ['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees']], ['0.84775', '0.562545191612', '0.389', ['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'bonus']], ['0.840357142857', '0.427513880321', '0.3465', ['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value']], ['0.837666666667', '0.520092735703', '0.3365', ['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'from_poi_to_this_person']], ['0.828583333333', '0.479392624729', '0.3315', ['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'from_this_person_to_poi']], ['0.823615384615', '0.404684450228', '0.311', ['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'restricted_stock']], ['0.837384615385', '0.456153846154', '0.2965', ['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'salary']], ['0.846214285714', '0.427212178877', '0.2245', ['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'total_payments']], ['0.845571428571', '0.446850393701', '0.3405', ['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'exercised_stock_options']], ['0.833307692308', '0.416749750748', '0.209', ['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'other']], ['0.313769230769', '0.17540568427', '0.935', ['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'director_fees']], ['0.22025', '0.168394483007', '0.934', ['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'resto_dirfees']], ['0.841583333333', '0.538521400778', '0.346', ['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'bonus']], ['0.854214285714', '0.486025903204', '0.3565', ['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'total_stock_value']], ['0.849', '0.578595317726', '0.346', ['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'from_poi_to_this_person']], ['0.85375', '0.609277430865', '0.3415', ['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'from_this_person_to_poi']], ['0.840615384615', '0.473293768546', '0.319', ['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'restricted_stock']], ['0.847923076923', '0.508562918838', '0.3415', ['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'salary']], ['0.853285714286', '0.471757322176', '0.2255', ['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'total_payments']], ['0.859428571429', '0.511594202899', '0.353', ['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'exercised_stock_options']], ['0.317545454545', '0.200999022695', '0.9255', ['poi', 'salary_bonus', 'deferred_income', 'other', 'director_fees']], ['0.211636363636', '0.179600461007', '0.935', ['poi', 'salary_bonus', 'deferred_income', 'other', 'resto_dirfees']], ['0.819727272727', '0.509454949944', '0.229', ['poi', 'salary_bonus', 'deferred_income', 'other', 'bonus']], ['0.851785714286', '0.468513853904', '0.279', ['poi', 'salary_bonus', 'deferred_income', 'other', 'total_stock_value']], ['0.82975', '0.476806903991', '0.221', ['poi', 'salary_bonus', 'deferred_income', 'other', 'from_poi_to_this_person']], ['0.817416666667', '0.413574660633', '0.2285', ['poi', 'salary_bonus', 'deferred_income', 'other', 'from_this_person_to_poi']], ['0.836153846154', '0.439703153989', '0.237', ['poi', 'salary_bonus', 'deferred_income', 'other', 'restricted_stock']], ['0.815090909091', '0.480898876404', '0.214', ['poi', 'salary_bonus', 'deferred_income', 'other', 'salary']], ['0.832153846154', '0.40733197556', '0.2', ['poi', 'salary_bonus', 'deferred_income', 'other', 'total_payments']], ['0.851071428571', '0.464846980976', '0.281', ['poi', 'salary_bonus', 'deferred_income', 'other', 'exercised_stock_options']], ['0.35', '0.235294117647', '1.0', ['poi', 'salary_bonus', 'deferred_income', 'director_fees', 'resto_dirfees']], ['0.35', '0.235294117647', '1.0', ['poi', 'salary_bonus', 'deferred_income', 'director_fees', 'bonus']], ['0.5835', '0.218598501543', '0.744', ['poi', 'salary_bonus', 'deferred_income', 'director_fees', 'total_stock_value']], ['0.296583333333', '0.191552533282', '1.0', ['poi', 'salary_bonus', 'deferred_income', 'director_fees', 'from_poi_to_this_person']], ['0.297333333333', '0.183900137606', '0.9355', ['poi', 'salary_bonus', 'deferred_income', 'director_fees', 'from_this_person_to_poi']], ['0.279692307692', '0.175022065313', '0.9915', ['poi', 'salary_bonus', 'deferred_income', 'director_fees', 'restricted_stock']], ['0.324272727273', '0.211164274322', '0.993', ['poi', 'salary_bonus', 'deferred_income', 'director_fees', 'salary']], ['0.726461538462', '0.239625167336', '0.358', ['poi', 'salary_bonus', 'deferred_income', 'director_fees', 'total_payments']], ['0.430714285714', '0.183255517827', '0.8635', ['poi', 'salary_bonus', 'deferred_income', 'director_fees', 'exercised_stock_options']], ['0.2387', '0.208051596796', '1.0', ['poi', 'salary_bonus', 'deferred_income', 'resto_dirfees', 'bonus']], ['0.228357142857', '0.151587113116', '0.9575', ['poi', 'salary_bonus', 'deferred_income', 'resto_dirfees', 'total_stock_value']], ['0.20175', '0.172726487607', '1.0', ['poi', 'salary_bonus', 'deferred_income', 'resto_dirfees', 'from_poi_to_this_person']], ['0.207818181818', '0.179675572519', '0.9415', ['poi', 'salary_bonus', 'deferred_income', 'resto_dirfees', 'from_this_person_to_poi']], ['0.186692307692', '0.157982925078', '0.99', ['poi', 'salary_bonus', 'deferred_income', 'resto_dirfees', 'restricted_stock']], ['0.215454545455', '0.187027945619', '0.9905', ['poi', 'salary_bonus', 'deferred_income', 'resto_dirfees', 'salary']], ['0.233692307692', '0.153524804178', '0.882', ['poi', 'salary_bonus', 'deferred_income', 'resto_dirfees', 'total_payments']], ['0.224428571429', '0.150654677394', '0.955', ['poi', 'salary_bonus', 'deferred_income', 'resto_dirfees', 'exercised_stock_options']], ['0.847285714286', '0.455368693402', '0.352', ['poi', 'salary_bonus', 'deferred_income', 'bonus', 'total_stock_value']], ['0.847916666667', '0.564862861379', '0.381', ['poi', 'salary_bonus', 'deferred_income', 'bonus', 'from_poi_to_this_person']], ['0.815363636364', '0.487975174554', '0.3145', ['poi', 'salary_bonus', 'deferred_income', 'bonus', 'from_this_person_to_poi']], ['0.841307692308', '0.478290833908', '0.347', ['poi', 'salary_bonus', 'deferred_income', 'bonus', 'restricted_stock']], ['0.829090909091', '0.55444646098', '0.3055', ['poi', 'salary_bonus', 'deferred_income', 'bonus', 'salary']], ['0.842692307692', '0.475138121547', '0.215', ['poi', 'salary_bonus', 'deferred_income', 'bonus', 'total_payments']], ['0.851285714286', '0.471685082873', '0.3415', ['poi', 'salary_bonus', 'deferred_income', 'bonus', 'exercised_stock_options']], ['0.855857142857', '0.493543758967', '0.344', ['poi', 'salary_bonus', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person']], ['0.855928571429', '0.494001411433', '0.35', ['poi', 'salary_bonus', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi']], ['0.856785714286', '0.498192335503', '0.3445', ['poi', 'salary_bonus', 'deferred_income', 'total_stock_value', 'restricted_stock']], ['0.844714285714', '0.444302176697', '0.347', ['poi', 'salary_bonus', 'deferred_income', 'total_stock_value', 'salary']], ['0.854533333333', '0.432692307692', '0.2925', ['poi', 'salary_bonus', 'deferred_income', 'total_stock_value', 'total_payments']], ['0.856571428571', '0.497419354839', '0.3855', ['poi', 'salary_bonus', 'deferred_income', 'total_stock_value', 'exercised_stock_options']], ['0.835833333333', '0.512335526316', '0.3115', ['poi', 'salary_bonus', 'deferred_income', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.844', '0.489028213166', '0.312', ['poi', 'salary_bonus', 'deferred_income', 'from_poi_to_this_person', 'restricted_stock']], ['0.843833333333', '0.55506993007', '0.3175', ['poi', 'salary_bonus', 'deferred_income', 'from_poi_to_this_person', 'salary']], ['0.858', '0.506741573034', '0.2255', ['poi', 'salary_bonus', 'deferred_income', 'from_poi_to_this_person', 'total_payments']], ['0.861428571429', '0.522970903522', '0.3415', ['poi', 'salary_bonus', 'deferred_income', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.835923076923', '0.451636363636', '0.3105', ['poi', 'salary_bonus', 'deferred_income', 'from_this_person_to_poi', 'restricted_stock']], ['0.83925', '0.530367835757', '0.31', ['poi', 'salary_bonus', 'deferred_income', 'from_this_person_to_poi', 'salary']], ['0.853928571429', '0.47546346783', '0.218', ['poi', 'salary_bonus', 'deferred_income', 'from_this_person_to_poi', 'total_payments']], ['0.861071428571', '0.520661157025', '0.3465', ['poi', 'salary_bonus', 'deferred_income', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.843307692308', '0.485670023238', '0.3135', ['poi', 'salary_bonus', 'deferred_income', 'restricted_stock', 'salary']], ['0.834428571429', '0.370731707317', '0.228', ['poi', 'salary_bonus', 'deferred_income', 'restricted_stock', 'total_payments']], ['0.852285714286', '0.476519337017', '0.345', ['poi', 'salary_bonus', 'deferred_income', 'restricted_stock', 'exercised_stock_options']], ['0.844230769231', '0.485345838218', '0.207', ['poi', 'salary_bonus', 'deferred_income', 'salary', 'total_payments']], ['0.862', '0.525185185185', '0.3545', ['poi', 'salary_bonus', 'deferred_income', 'salary', 'exercised_stock_options']], ['0.848928571429', '0.453591606134', '0.281', ['poi', 'salary_bonus', 'deferred_income', 'total_payments', 'exercised_stock_options']], ['0.306833333333', '0.193836014732', '1.0', ['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi']], ['0.32625', '0.190141562277', '0.9335', ['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages']], ['0.346545454545', '0.211007130125', '0.947', ['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'other']], ['0.444909090909', '0.246730816679', '1.0', ['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees']], ['0.3632', '0.239005736138', '1.0', ['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees']], ['0.3632', '0.239005736138', '1.0', ['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'bonus']], ['0.271571428571', '0.163961305132', '1.0', ['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value']], ['0.316', '0.19592476489', '1.0', ['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'from_poi_to_this_person']], ['0.321272727273', '0.203386151509', '0.937', ['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'from_this_person_to_poi']], ['0.309083333333', '0.194047271666', '0.9975', ['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'restricted_stock']], ['0.347272727273', '0.217125382263', '0.994', ['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'salary']], ['0.277692307692', '0.170442383161', '0.9555', ['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'total_payments']], ['0.284769230769', '0.177022481855', '1.0', ['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock_deferred', 'exercised_stock_options']], ['0.777909090909', '0.312447078747', '0.1845', ['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages']], ['0.783083333333', '0.198801198801', '0.0995', ['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'other']], ['0.280769230769', '0.176211453744', '1.0', ['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees']], ['0.199', '0.172235618326', '1.0', ['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees']], ['0.795636363636', '0.399838449111', '0.2475', ['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus']], ['0.827857142857', '0.369260204082', '0.2895', ['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value']], ['0.793090909091', '0.378091872792', '0.214', ['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'from_poi_to_this_person']], ['0.771636363636', '0.267695099819', '0.1475', ['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'from_this_person_to_poi']], ['0.796076923077', '0.284294234592', '0.2145', ['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'restricted_stock']], ['0.80625', '0.355811889973', '0.2005', ['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'salary']], ['0.822642857143', '0.265306122449', '0.1365', ['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'total_payments']], ['0.823', '0.397688647179', '0.2925', ['poi', 'salary_bonus', 'long_term_incentive', 'shared_receipt_with_poi', 'exercised_stock_options']], ['0.805083333333', '0.320634920635', '0.1515', ['poi', 'salary_bonus', 'long_term_incentive', 'from_messages', 'other']], ['0.300461538462', '0.171391513804', '0.925', ['poi', 'salary_bonus', 'long_term_incentive', 'from_messages', 'director_fees']], ['0.224', '0.16997653006', '0.9415', ['poi', 'salary_bonus', 'long_term_incentive', 'from_messages', 'resto_dirfees']], ['0.788363636364', '0.360068259386', '0.211', ['poi', 'salary_bonus', 'long_term_incentive', 'from_messages', 'bonus']], ['0.840785714286', '0.41873669269', '0.295', ['poi', 'salary_bonus', 'long_term_incentive', 'from_messages', 'total_stock_value']], ['0.799727272727', '0.404515522107', '0.215', ['poi', 'salary_bonus', 'long_term_incentive', 'from_messages', 'from_poi_to_this_person']], ['0.796545454545', '0.391224862888', '0.214', ['poi', 'salary_bonus', 'long_term_incentive', 'from_messages', 'from_this_person_to_poi']], ['0.811846153846', '0.338639652677', '0.234', ['poi', 'salary_bonus', 'long_term_incentive', 'from_messages', 'restricted_stock']], ['0.824416666667', '0.457707509881', '0.2895', ['poi', 'salary_bonus', 'long_term_incentive', 'from_messages', 'salary']], ['0.834357142857', '0.308523409364', '0.1285', ['poi', 'salary_bonus', 'long_term_incentive', 'from_messages', 'total_payments']], ['0.834', '0.444986072423', '0.3195', ['poi', 'salary_bonus', 'long_term_incentive', 'from_messages', 'exercised_stock_options']], ['0.326818181818', '0.205449591281', '0.9425', ['poi', 'salary_bonus', 'long_term_incentive', 'other', 'director_fees']], ['0.2288', '0.199115044248', '0.945', ['poi', 'salary_bonus', 'long_term_incentive', 'other', 'resto_dirfees']], ['0.7745', '0.334200260078', '0.1285', ['poi', 'salary_bonus', 'long_term_incentive', 'other', 'bonus']], ['0.838785714286', '0.390824129142', '0.23', ['poi', 'salary_bonus', 'long_term_incentive', 'other', 'total_stock_value']], ['0.788181818182', '0.295792079208', '0.1195', ['poi', 'salary_bonus', 'long_term_incentive', 'other', 'from_poi_to_this_person']], ['0.781181818182', '0.269012485812', '0.1185', ['poi', 'salary_bonus', 'long_term_incentive', 'other', 'from_this_person_to_poi']], ['0.792416666667', '0.241850683491', '0.115', ['poi', 'salary_bonus', 'long_term_incentive', 'other', 'restricted_stock']], ['0.7817', '0.363228699552', '0.1215', ['poi', 'salary_bonus', 'long_term_incentive', 'other', 'salary']], ['0.818', '0.287209302326', '0.1235', ['poi', 'salary_bonus', 'long_term_incentive', 'other', 'total_payments']], ['0.836076923077', '0.435084241824', '0.2195', ['poi', 'salary_bonus', 'long_term_incentive', 'other', 'exercised_stock_options']], ['0.325181818182', '0.212246630585', '1.0', ['poi', 'salary_bonus', 'long_term_incentive', 'director_fees', 'resto_dirfees']], ['0.325181818182', '0.212246630585', '1.0', ['poi', 'salary_bonus', 'long_term_incentive', 'director_fees', 'bonus']], ['0.402', '0.169856006063', '0.8965', ['poi', 'salary_bonus', 'long_term_incentive', 'director_fees', 'total_stock_value']], ['0.298416666667', '0.191957001632', '1.0', ['poi', 'salary_bonus', 'long_term_incentive', 'director_fees', 'from_poi_to_this_person']], ['0.2935', '0.18288623458', '0.934', ['poi', 'salary_bonus', 'long_term_incentive', 'director_fees', 'from_this_person_to_poi']], ['0.274692307692', '0.174879649891', '0.999', ['poi', 'salary_bonus', 'long_term_incentive', 'director_fees', 'restricted_stock']], ['0.305083333333', '0.193026634383', '0.9965', ['poi', 'salary_bonus', 'long_term_incentive', 'director_fees', 'salary']], ['0.717076923077', '0.249102870813', '0.4165', ['poi', 'salary_bonus', 'long_term_incentive', 'director_fees', 'total_payments']], ['0.289', '0.16410472973', '0.9715', ['poi', 'salary_bonus', 'long_term_incentive', 'director_fees', 'exercised_stock_options']], ['0.2447', '0.209297455764', '0.9995', ['poi', 'salary_bonus', 'long_term_incentive', 'resto_dirfees', 'bonus']], ['0.219', '0.149592092877', '0.9535', ['poi', 'salary_bonus', 'long_term_incentive', 'resto_dirfees', 'total_stock_value']], ['0.218636363636', '0.188768286928', '1.0', ['poi', 'salary_bonus', 'long_term_incentive', 'resto_dirfees', 'from_poi_to_this_person']], ['0.209363636364', '0.180089806057', '0.9425', ['poi', 'salary_bonus', 'long_term_incentive', 'resto_dirfees', 'from_this_person_to_poi']], ['0.199166666667', '0.171982758621', '0.9975', ['poi', 'salary_bonus', 'long_term_incentive', 'resto_dirfees', 'restricted_stock']], ['0.2392', '0.207062264939', '0.991', ['poi', 'salary_bonus', 'long_term_incentive', 'resto_dirfees', 'salary']], ['0.225230769231', '0.152368647717', '0.8845', ['poi', 'salary_bonus', 'long_term_incentive', 'resto_dirfees', 'total_payments']], ['0.232230769231', '0.163106796117', '0.966', ['poi', 'salary_bonus', 'long_term_incentive', 'resto_dirfees', 'exercised_stock_options']], ['0.828923076923', '0.430348258706', '0.346', ['poi', 'salary_bonus', 'long_term_incentive', 'bonus', 'total_stock_value']], ['0.807818181818', '0.451858108108', '0.2675', ['poi', 'salary_bonus', 'long_term_incentive', 'bonus', 'from_poi_to_this_person']], ['0.782181818182', '0.331918505942', '0.1955', ['poi', 'salary_bonus', 'long_term_incentive', 'bonus', 'from_this_person_to_poi']], ['0.804', '0.374822190612', '0.2635', ['poi', 'salary_bonus', 'long_term_incentive', 'bonus', 'restricted_stock']], ['0.7867', '0.439380127621', '0.241', ['poi', 'salary_bonus', 'long_term_incentive', 'bonus', 'salary']], ['0.819538461538', '0.341864716636', '0.187', ['poi', 'salary_bonus', 'long_term_incentive', 'bonus', 'total_payments']], ['0.84', '0.473082099596', '0.3515', ['poi', 'salary_bonus', 'long_term_incentive', 'bonus', 'exercised_stock_options']], ['0.833923076923', '0.440538519073', '0.2945', ['poi', 'salary_bonus', 'long_term_incentive', 'total_stock_value', 'from_poi_to_this_person']], ['0.843357142857', '0.42920029347', '0.2925', ['poi', 'salary_bonus', 'long_term_incentive', 'total_stock_value', 'from_this_person_to_poi']], ['0.847714285714', '0.449386503067', '0.293', ['poi', 'salary_bonus', 'long_term_incentive', 'total_stock_value', 'restricted_stock']], ['0.835538461538', '0.4500723589', '0.311', ['poi', 'salary_bonus', 'long_term_incentive', 'total_stock_value', 'salary']], ['0.845666666667', '0.375099127676', '0.2365', ['poi', 'salary_bonus', 'long_term_incentive', 'total_stock_value', 'total_payments']], ['0.838923076923', '0.466524216524', '0.3275', ['poi', 'salary_bonus', 'long_term_incentive', 'total_stock_value', 'exercised_stock_options']], ['0.792909090909', '0.372007366483', '0.202', ['poi', 'salary_bonus', 'long_term_incentive', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.807833333333', '0.366024518389', '0.209', ['poi', 'salary_bonus', 'long_term_incentive', 'from_poi_to_this_person', 'restricted_stock']], ['0.804454545455', '0.418729817008', '0.1945', ['poi', 'salary_bonus', 'long_term_incentive', 'from_poi_to_this_person', 'salary']], ['0.826692307692', '0.335071707953', '0.1285', ['poi', 'salary_bonus', 'long_term_incentive', 'from_poi_to_this_person', 'total_payments']], ['0.841692307692', '0.47734375', '0.3055', ['poi', 'salary_bonus', 'long_term_incentive', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.797583333333', '0.315563198624', '0.1835', ['poi', 'salary_bonus', 'long_term_incentive', 'from_this_person_to_poi', 'restricted_stock']], ['0.787181818182', '0.337464251668', '0.177', ['poi', 'salary_bonus', 'long_term_incentive', 'from_this_person_to_poi', 'salary']], ['0.826076923077', '0.337078651685', '0.135', ['poi', 'salary_bonus', 'long_term_incentive', 'from_this_person_to_poi', 'total_payments']], ['0.843538461538', '0.485809682805', '0.291', ['poi', 'salary_bonus', 'long_term_incentive', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.805666666667', '0.357632933105', '0.2085', ['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock', 'salary']], ['0.826285714286', '0.283567134269', '0.1415', ['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock', 'total_payments']], ['0.845214285714', '0.437733035048', '0.2935', ['poi', 'salary_bonus', 'long_term_incentive', 'restricted_stock', 'exercised_stock_options']], ['0.827461538462', '0.347934918648', '0.139', ['poi', 'salary_bonus', 'long_term_incentive', 'salary', 'total_payments']], ['0.839615384615', '0.46868091378', '0.318', ['poi', 'salary_bonus', 'long_term_incentive', 'salary', 'exercised_stock_options']], ['0.847071428571', '0.435142594296', '0.2365', ['poi', 'salary_bonus', 'long_term_incentive', 'total_payments', 'exercised_stock_options']], ['0.332833333333', '0.192693409742', '0.9415', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages']], ['0.278230769231', '0.168418216114', '0.9375', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other']], ['0.377615384615', '0.198196412645', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees']], ['0.312416666667', '0.195102916789', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees']], ['0.312416666667', '0.195102916789', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus']], ['0.266571428571', '0.16302575807', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value']], ['0.312416666667', '0.195102916789', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person']], ['0.305', '0.186696975687', '0.9445', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_this_person_to_poi']], ['0.290615384615', '0.177646848777', '0.995', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'restricted_stock']], ['0.30125', '0.19157569317', '0.9915', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'salary']], ['0.252857142857', '0.154129190515', '0.9425', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_payments']], ['0.286384615385', '0.177352132659', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'exercised_stock_options']], ['0.300461538462', '0.167260787992', '0.8915', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages', 'other']], ['0.389', '0.191849009644', '0.925', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages', 'director_fees']], ['0.327333333333', '0.191714053615', '0.944', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees']], ['0.333083333333', '0.192941176471', '0.943', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages', 'bonus']], ['0.284142857143', '0.160372565622', '0.947', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages', 'total_stock_value']], ['0.332916666667', '0.192776015553', '0.942', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person']], ['0.326916666667', '0.191303464391', '0.9415', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages', 'from_this_person_to_poi']], ['0.312', '0.175695871474', '0.9405', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages', 'restricted_stock']], ['0.319333333333', '0.188043698159', '0.9295', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages', 'salary']], ['0.268285714286', '0.150381679389', '0.8865', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages', 'total_payments']], ['0.306538461538', '0.174900361479', '0.9435', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_messages', 'exercised_stock_options']], ['0.41675', '0.214310206881', '0.9375', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'other', 'director_fees']], ['0.338818181818', '0.208061122799', '0.9395', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'other', 'resto_dirfees']], ['0.340090909091', '0.208060397469', '0.937', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'other', 'bonus']], ['0.266571428571', '0.157838106274', '0.9535', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'other', 'total_stock_value']], ['0.312333333333', '0.187524990004', '0.938', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person']], ['0.299', '0.178370786517', '0.889', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'other', 'from_this_person_to_poi']], ['0.297583333333', '0.184945604234', '0.9435', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'other', 'restricted_stock']], ['0.340363636364', '0.208712037242', '0.9415', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'other', 'salary']], ['0.283846153846', '0.170245398773', '0.9435', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'other', 'total_payments']], ['0.276615384615', '0.168991416309', '0.945', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'other', 'exercised_stock_options']], ['0.459272727273', '0.251635631605', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees']], ['0.459272727273', '0.251635631605', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'director_fees', 'bonus']], ['0.348214285714', '0.179775280899', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'director_fees', 'total_stock_value']], ['0.405833333333', '0.219058050383', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person']], ['0.405833333333', '0.211343686698', '0.939', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'director_fees', 'from_this_person_to_poi']], ['0.382923076923', '0.1989', '0.9945', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'director_fees', 'restricted_stock']], ['0.414833333333', '0.220813875917', '0.993', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'director_fees', 'salary']], ['0.363461538462', '0.188709197341', '0.951', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'director_fees', 'total_payments']], ['0.356142857143', '0.181587071001', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'director_fees', 'exercised_stock_options']], ['0.403444444444', '0.271407246573', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'resto_dirfees', 'bonus']], ['0.286615384615', '0.177399325883', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value']], ['0.337181818182', '0.215262081584', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person']], ['0.333090909091', '0.206232107465', '0.9365', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'resto_dirfees', 'from_this_person_to_poi']], ['0.316666666667', '0.195600942655', '0.996', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'resto_dirfees', 'restricted_stock']], ['0.347272727273', '0.217495636998', '0.997', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'resto_dirfees', 'salary']], ['0.277230769231', '0.170351221252', '0.9555', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'resto_dirfees', 'total_payments']], ['0.288', '0.177683013504', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'resto_dirfees', 'exercised_stock_options']], ['0.286615384615', '0.177399325883', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'bonus', 'total_stock_value']], ['0.337181818182', '0.215262081584', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person']], ['0.334727272727', '0.206317649658', '0.934', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'bonus', 'from_this_person_to_poi']], ['0.316666666667', '0.195600942655', '0.996', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'bonus', 'restricted_stock']], ['0.347454545455', '0.217666303162', '0.998', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'bonus', 'salary']], ['0.279307692308', '0.170113707583', '0.95', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'bonus', 'total_payments']], ['0.288', '0.177683013504', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'bonus', 'exercised_stock_options']], ['0.273642857143', '0.164352042074', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person']], ['0.273642857143', '0.164352042074', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'total_stock_value', 'from_this_person_to_poi']], ['0.286692307692', '0.177415062539', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'total_stock_value', 'restricted_stock']], ['0.271571428571', '0.163961305132', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'total_stock_value', 'salary']], ['0.299533333333', '0.150234355727', '0.9135', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'total_stock_value', 'total_payments']], ['0.286923076923', '0.177405040824', '0.9995', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'total_stock_value', 'exercised_stock_options']], ['0.331727272727', '0.206021316339', '0.9375', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.308666666667', '0.193952945752', '0.9975', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_poi_to_this_person', 'restricted_stock']], ['0.310416666667', '0.19369325393', '0.992', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_poi_to_this_person', 'salary']], ['0.263357142857', '0.157082748948', '0.952', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_poi_to_this_person', 'total_payments']], ['0.280307692308', '0.176118351532', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.298833333333', '0.18534144427', '0.9445', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_this_person_to_poi', 'restricted_stock']], ['0.308833333333', '0.186053471668', '0.9325', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_this_person_to_poi', 'salary']], ['0.260571428571', '0.155729596043', '0.9445', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_this_person_to_poi', 'total_payments']], ['0.283538461538', '0.176772140711', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.30775', '0.193448041217', '0.995', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'restricted_stock', 'salary']], ['0.257857142857', '0.154163231657', '0.935', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'restricted_stock', 'total_payments']], ['0.286692307692', '0.177415062539', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'restricted_stock', 'exercised_stock_options']], ['0.277307692308', '0.170189991972', '0.954', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'salary', 'total_payments']], ['0.283538461538', '0.176772140711', '1.0', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'salary', 'exercised_stock_options']], ['0.294428571429', '0.15753781951', '0.906', ['poi', 'salary_bonus', 'restricted_stock_deferred', 'total_payments', 'exercised_stock_options']], ['0.781083333333', '0.197101449275', '0.102', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages', 'other']], ['0.316083333333', '0.187619526925', '0.932', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages', 'director_fees']], ['0.244818181818', '0.185937655612', '0.9335', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees']], ['0.782', '0.32785467128', '0.1895', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages', 'bonus']], ['0.842785714286', '0.424606151538', '0.283', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value']], ['0.781181818182', '0.322580645161', '0.185', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person']], ['0.771181818182', '0.296616837136', '0.1885', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages', 'from_this_person_to_poi']], ['0.795666666667', '0.297491039427', '0.166', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages', 'restricted_stock']], ['0.795833333333', '0.292817679558', '0.159', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages', 'salary']], ['0.827428571429', '0.258700696056', '0.1115', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages', 'total_payments']], ['0.826692307692', '0.408', '0.2805', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_messages', 'exercised_stock_options']], ['0.274846153846', '0.16823014384', '0.9415', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'other', 'director_fees']], ['0.191333333333', '0.163698271346', '0.9375', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'other', 'resto_dirfees']], ['0.81', '0.357433808554', '0.1755', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'other', 'bonus']], ['0.829642857143', '0.350890782339', '0.2265', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'other', 'total_stock_value']], ['0.79175', '0.223085460599', '0.1005', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person']], ['0.779083333333', '0.166837256909', '0.0815', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi']], ['0.790692307692', '0.175517551755', '0.0975', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'other', 'restricted_stock']], ['0.7935', '0.181333333333', '0.068', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'other', 'salary']], ['0.826', '0.254504504505', '0.113', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'other', 'total_payments']], ['0.836214285714', '0.368845120859', '0.206', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'other', 'exercised_stock_options']], ['0.294083333333', '0.191003724573', '1.0', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees']], ['0.294083333333', '0.191003724573', '1.0', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'director_fees', 'bonus']], ['0.334466666667', '0.161421664263', '0.9515', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value']], ['0.294083333333', '0.191003724573', '1.0', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person']], ['0.28575', '0.181545022778', '0.9365', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi']], ['0.260642857143', '0.161601426372', '0.997', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'director_fees', 'restricted_stock']], ['0.277153846154', '0.174456473902', '0.991', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'director_fees', 'salary']], ['0.696285714286', '0.240791896869', '0.523', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'director_fees', 'total_payments']], ['0.271285714286', '0.162524687294', '0.9875', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'director_fees', 'exercised_stock_options']], ['0.218', '0.188643652141', '1.0', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus']], ['0.213714285714', '0.150093225606', '0.966', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value']], ['0.218', '0.188643652141', '1.0', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person']], ['0.208090909091', '0.179175829429', '0.937', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi']], ['0.184153846154', '0.158112188146', '0.995', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'resto_dirfees', 'restricted_stock']], ['0.201', '0.172252937111', '0.997', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'resto_dirfees', 'salary']], ['0.224142857143', '0.140632603406', '0.867', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'resto_dirfees', 'total_payments']], ['0.228384615385', '0.162931251574', '0.9705', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'resto_dirfees', 'exercised_stock_options']], ['0.844285714286', '0.438775510204', '0.3225', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'bonus', 'total_stock_value']], ['0.800181818182', '0.417224080268', '0.2495', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person']], ['0.786818181818', '0.341013824885', '0.185', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi']], ['0.79875', '0.345953971789', '0.233', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'bonus', 'restricted_stock']], ['0.814333333333', '0.398395721925', '0.2235', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'bonus', 'salary']], ['0.831', '0.327683615819', '0.174', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'bonus', 'total_payments']], ['0.840153846154', '0.472301136364', '0.3325', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'bonus', 'exercised_stock_options']], ['0.836642857143', '0.398009950249', '0.28', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person']], ['0.835714285714', '0.39406779661', '0.279', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi']], ['0.833214285714', '0.383275261324', '0.275', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'total_stock_value', 'restricted_stock']], ['0.832071428571', '0.377014716188', '0.269', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'total_stock_value', 'salary']], ['0.846266666667', '0.373344370861', '0.2255', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'total_stock_value', 'total_payments']], ['0.845428571429', '0.439970717423', '0.3005', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'total_stock_value', 'exercised_stock_options']], ['0.777636363636', '0.283495145631', '0.146', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.791833333333', '0.291457286432', '0.174', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'restricted_stock']], ['0.802083333333', '0.320230105465', '0.167', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'salary']], ['0.825571428571', '0.261339092873', '0.121', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'total_payments']], ['0.827307692308', '0.409860191317', '0.2785', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.78175', '0.246103363413', '0.15', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'restricted_stock']], ['0.789666666667', '0.249042145594', '0.13', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'salary']], ['0.824571428571', '0.252173913043', '0.116', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'total_payments']], ['0.826076923077', '0.403118040089', '0.2715', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.797692307692', '0.254672897196', '0.1635', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'restricted_stock', 'salary']], ['0.820642857143', '0.253140096618', '0.131', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'restricted_stock', 'total_payments']], ['0.829571428571', '0.368885869565', '0.2715', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'restricted_stock', 'exercised_stock_options']], ['0.824857142857', '0.259061833689', '0.1215', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'salary', 'total_payments']], ['0.828538461538', '0.411033411033', '0.2645', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'salary', 'exercised_stock_options']], ['0.8552', '0.421100917431', '0.2295', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'total_payments', 'exercised_stock_options']], ['0.303384615385', '0.166603666604', '0.8815', ['poi', 'salary_bonus', 'from_messages', 'other', 'director_fees']], ['0.216', '0.161673364998', '0.885', ['poi', 'salary_bonus', 'from_messages', 'other', 'resto_dirfees']], ['0.790083333333', '0.243830207305', '0.1235', ['poi', 'salary_bonus', 'from_messages', 'other', 'bonus']], ['0.846357142857', '0.430797433547', '0.235', ['poi', 'salary_bonus', 'from_messages', 'other', 'total_stock_value']], ['0.7965', '0.265889830508', '0.1255', ['poi', 'salary_bonus', 'from_messages', 'other', 'from_poi_to_this_person']], ['0.799916666667', '0.27796234773', '0.1255', ['poi', 'salary_bonus', 'from_messages', 'other', 'from_this_person_to_poi']], ['0.802538461538', '0.223414634146', '0.1145', ['poi', 'salary_bonus', 'from_messages', 'other', 'restricted_stock']], ['0.794583333333', '0.243093922652', '0.11', ['poi', 'salary_bonus', 'from_messages', 'other', 'salary']], ['0.824571428571', '0.245535714286', '0.11', ['poi', 'salary_bonus', 'from_messages', 'other', 'total_payments']], ['0.846', '0.427777777778', '0.231', ['poi', 'salary_bonus', 'from_messages', 'other', 'exercised_stock_options']], ['0.310416666667', '0.18646947137', '0.933', ['poi', 'salary_bonus', 'from_messages', 'director_fees', 'resto_dirfees']], ['0.316583333333', '0.187732903616', '0.932', ['poi', 'salary_bonus', 'from_messages', 'director_fees', 'bonus']], ['0.283666666667', '0.150842449892', '0.9445', ['poi', 'salary_bonus', 'from_messages', 'director_fees', 'total_stock_value']], ['0.316083333333', '0.187619526925', '0.932', ['poi', 'salary_bonus', 'from_messages', 'director_fees', 'from_poi_to_this_person']], ['0.3095', '0.186139404833', '0.932', ['poi', 'salary_bonus', 'from_messages', 'director_fees', 'from_this_person_to_poi']], ['0.289857142857', '0.160482216142', '0.9385', ['poi', 'salary_bonus', 'from_messages', 'director_fees', 'restricted_stock']], ['0.296923076923', '0.171391752577', '0.931', ['poi', 'salary_bonus', 'from_messages', 'director_fees', 'salary']], ['0.336428571429', '0.16061452514', '0.8625', ['poi', 'salary_bonus', 'from_messages', 'director_fees', 'total_payments']], ['0.288357142857', '0.161523420896', '0.95', ['poi', 'salary_bonus', 'from_messages', 'director_fees', 'exercised_stock_options']], ['0.245727272727', '0.186373144736', '0.9355', ['poi', 'salary_bonus', 'from_messages', 'resto_dirfees', 'bonus']], ['0.1955', '0.144850854996', '0.9445', ['poi', 'salary_bonus', 'from_messages', 'resto_dirfees', 'total_stock_value']], ['0.245363636364', '0.186173921705', '0.9345', ['poi', 'salary_bonus', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person']], ['0.237545454545', '0.184530277586', '0.934', ['poi', 'salary_bonus', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi']], ['0.208615384615', '0.156099585062', '0.9405', ['poi', 'salary_bonus', 'from_messages', 'resto_dirfees', 'restricted_stock']], ['0.22425', '0.169545166832', '0.9375', ['poi', 'salary_bonus', 'from_messages', 'resto_dirfees', 'salary']], ['0.238928571429', '0.137714524906', '0.8225', ['poi', 'salary_bonus', 'from_messages', 'resto_dirfees', 'total_payments']], ['0.213307692308', '0.157294009831', '0.944', ['poi', 'salary_bonus', 'from_messages', 'resto_dirfees', 'exercised_stock_options']], ['0.837428571429', '0.401287553648', '0.2805', ['poi', 'salary_bonus', 'from_messages', 'bonus', 'total_stock_value']], ['0.789636363636', '0.357012750455', '0.196', ['poi', 'salary_bonus', 'from_messages', 'bonus', 'from_poi_to_this_person']], ['0.795272727273', '0.384191176471', '0.209', ['poi', 'salary_bonus', 'from_messages', 'bonus', 'from_this_person_to_poi']], ['0.794916666667', '0.303495311168', '0.178', ['poi', 'salary_bonus', 'from_messages', 'bonus', 'restricted_stock']], ['0.79875', '0.312556458898', '0.173', ['poi', 'salary_bonus', 'from_messages', 'bonus', 'salary']], ['0.825785714286', '0.255839822024', '0.115', ['poi', 'salary_bonus', 'from_messages', 'bonus', 'total_payments']], ['0.829692307692', '0.420740740741', '0.284', ['poi', 'salary_bonus', 'from_messages', 'bonus', 'exercised_stock_options']], ['0.856857142857', '0.498389694042', '0.3095', ['poi', 'salary_bonus', 'from_messages', 'total_stock_value', 'from_poi_to_this_person']], ['0.856142857143', '0.494205298013', '0.2985', ['poi', 'salary_bonus', 'from_messages', 'total_stock_value', 'from_this_person_to_poi']], ['0.854857142857', '0.487577639752', '0.314', ['poi', 'salary_bonus', 'from_messages', 'total_stock_value', 'restricted_stock']], ['0.847928571429', '0.448192771084', '0.279', ['poi', 'salary_bonus', 'from_messages', 'total_stock_value', 'salary']], ['0.853533333333', '0.410209662716', '0.225', ['poi', 'salary_bonus', 'from_messages', 'total_stock_value', 'total_payments']], ['0.845928571429', '0.446269678303', '0.326', ['poi', 'salary_bonus', 'from_messages', 'total_stock_value', 'exercised_stock_options']], ['0.761181818182', '0.296824368114', '0.229', ['poi', 'salary_bonus', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.809916666667', '0.357937310415', '0.177', ['poi', 'salary_bonus', 'from_messages', 'from_poi_to_this_person', 'restricted_stock']], ['0.81625', '0.388707926167', '0.179', ['poi', 'salary_bonus', 'from_messages', 'from_poi_to_this_person', 'salary']], ['0.839071428571', '0.317985611511', '0.1105', ['poi', 'salary_bonus', 'from_messages', 'from_poi_to_this_person', 'total_payments']], ['0.844923076923', '0.493710691824', '0.314', ['poi', 'salary_bonus', 'from_messages', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.807666666667', '0.351063829787', '0.1815', ['poi', 'salary_bonus', 'from_messages', 'from_this_person_to_poi', 'restricted_stock']], ['0.807833333333', '0.356472795497', '0.19', ['poi', 'salary_bonus', 'from_messages', 'from_this_person_to_poi', 'salary']], ['0.838', '0.311267605634', '0.1105', ['poi', 'salary_bonus', 'from_messages', 'from_this_person_to_poi', 'total_payments']], ['0.847769230769', '0.508801341157', '0.3035', ['poi', 'salary_bonus', 'from_messages', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.819384615385', '0.345744680851', '0.195', ['poi', 'salary_bonus', 'from_messages', 'restricted_stock', 'salary']], ['0.834', '0.305755395683', '0.1275', ['poi', 'salary_bonus', 'from_messages', 'restricted_stock', 'total_payments']], ['0.849714285714', '0.461764705882', '0.314', ['poi', 'salary_bonus', 'from_messages', 'restricted_stock', 'exercised_stock_options']], ['0.833571428571', '0.288461538462', '0.1125', ['poi', 'salary_bonus', 'from_messages', 'salary', 'total_payments']], ['0.841076923077', '0.472128378378', '0.2795', ['poi', 'salary_bonus', 'from_messages', 'salary', 'exercised_stock_options']], ['0.861533333333', '0.461384152457', '0.23', ['poi', 'salary_bonus', 'from_messages', 'total_payments', 'exercised_stock_options']], ['0.314181818182', '0.20019467878', '0.9255', ['poi', 'salary_bonus', 'other', 'director_fees', 'resto_dirfees']], ['0.317727272727', '0.201042684914', '0.9255', ['poi', 'salary_bonus', 'other', 'director_fees', 'bonus']], ['0.689066666667', '0.253150481838', '0.683', ['poi', 'salary_bonus', 'other', 'director_fees', 'total_stock_value']], ['0.273', '0.167395768235', '0.9375', ['poi', 'salary_bonus', 'other', 'director_fees', 'from_poi_to_this_person']], ['0.28575', '0.17550617284', '0.8885', ['poi', 'salary_bonus', 'other', 'director_fees', 'from_this_person_to_poi']], ['0.262571428571', '0.156430576193', '0.9475', ['poi', 'salary_bonus', 'other', 'director_fees', 'restricted_stock']], ['0.303166666667', '0.186106177225', '0.943', ['poi', 'salary_bonus', 'other', 'director_fees', 'salary']], ['0.722923076923', '0.181890389198', '0.229', ['poi', 'salary_bonus', 'other', 'director_fees', 'total_payments']], ['0.562928571429', '0.21423615929', '0.772', ['poi', 'salary_bonus', 'other', 'director_fees', 'exercised_stock_options']], ['0.2333', '0.19993646087', '0.944', ['poi', 'salary_bonus', 'other', 'resto_dirfees', 'bonus']], ['0.211428571429', '0.142291864514', '0.899', ['poi', 'salary_bonus', 'other', 'resto_dirfees', 'total_stock_value']], ['0.210636363636', '0.180331005453', '0.9425', ['poi', 'salary_bonus', 'other', 'resto_dirfees', 'from_poi_to_this_person']], ['0.203181818182', '0.171761280932', '0.885', ['poi', 'salary_bonus', 'other', 'resto_dirfees', 'from_this_person_to_poi']], ['0.192833333333', '0.164425427873', '0.9415', ['poi', 'salary_bonus', 'other', 'resto_dirfees', 'restricted_stock']], ['0.2264', '0.197723440135', '0.938', ['poi', 'salary_bonus', 'other', 'resto_dirfees', 'salary']], ['0.226923076923', '0.150364836692', '0.8655', ['poi', 'salary_bonus', 'other', 'resto_dirfees', 'total_payments']], ['0.222769230769', '0.154325200478', '0.9045', ['poi', 'salary_bonus', 'other', 'resto_dirfees', 'exercised_stock_options']], ['0.832', '0.36292834891', '0.233', ['poi', 'salary_bonus', 'other', 'bonus', 'total_stock_value']], ['0.791454545455', '0.322463768116', '0.1335', ['poi', 'salary_bonus', 'other', 'bonus', 'from_poi_to_this_person']], ['0.778545454545', '0.266094420601', '0.124', ['poi', 'salary_bonus', 'other', 'bonus', 'from_this_person_to_poi']], ['0.79', '0.245596868885', '0.1255', ['poi', 'salary_bonus', 'other', 'bonus', 'restricted_stock']], ['0.7729', '0.316146540027', '0.1165', ['poi', 'salary_bonus', 'other', 'bonus', 'salary']], ['0.817846153846', '0.29418344519', '0.1315', ['poi', 'salary_bonus', 'other', 'bonus', 'total_payments']], ['0.835538461538', '0.434160305344', '0.2275', ['poi', 'salary_bonus', 'other', 'bonus', 'exercised_stock_options']], ['0.844071428571', '0.417937219731', '0.233', ['poi', 'salary_bonus', 'other', 'total_stock_value', 'from_poi_to_this_person']], ['0.845357142857', '0.424519670631', '0.232', ['poi', 'salary_bonus', 'other', 'total_stock_value', 'from_this_person_to_poi']], ['0.848071428571', '0.441258094357', '0.2385', ['poi', 'salary_bonus', 'other', 'total_stock_value', 'restricted_stock']], ['0.844142857143', '0.415740740741', '0.2245', ['poi', 'salary_bonus', 'other', 'total_stock_value', 'salary']], ['0.842666666667', '0.355769230769', '0.222', ['poi', 'salary_bonus', 'other', 'total_stock_value', 'total_payments']], ['0.85', '0.45894909688', '0.2795', ['poi', 'salary_bonus', 'other', 'total_stock_value', 'exercised_stock_options']], ['0.778272727273', '0.243274853801', '0.104', ['poi', 'salary_bonus', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.807461538462', '0.229860365199', '0.107', ['poi', 'salary_bonus', 'other', 'from_poi_to_this_person', 'restricted_stock']], ['0.795', '0.311111111111', '0.105', ['poi', 'salary_bonus', 'other', 'from_poi_to_this_person', 'salary']], ['0.828923076923', '0.334808259587', '0.1135', ['poi', 'salary_bonus', 'other', 'from_poi_to_this_person', 'total_payments']], ['0.845461538462', '0.495477386935', '0.2465', ['poi', 'salary_bonus', 'other', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.791083333333', '0.232876712329', '0.1105', ['poi', 'salary_bonus', 'other', 'from_this_person_to_poi', 'restricted_stock']], ['0.788909090909', '0.288713910761', '0.11', ['poi', 'salary_bonus', 'other', 'from_this_person_to_poi', 'salary']], ['0.83', '0.346041055718', '0.118', ['poi', 'salary_bonus', 'other', 'from_this_person_to_poi', 'total_payments']], ['0.846', '0.498971193416', '0.2425', ['poi', 'salary_bonus', 'other', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.793416666667', '0.230596175478', '0.1025', ['poi', 'salary_bonus', 'other', 'restricted_stock', 'salary']], ['0.822571428571', '0.255060728745', '0.126', ['poi', 'salary_bonus', 'other', 'restricted_stock', 'total_payments']], ['0.845285714286', '0.425225225225', '0.236', ['poi', 'salary_bonus', 'other', 'restricted_stock', 'exercised_stock_options']], ['0.824307692308', '0.315104166667', '0.121', ['poi', 'salary_bonus', 'other', 'salary', 'total_payments']], ['0.837615384615', '0.443309499489', '0.217', ['poi', 'salary_bonus', 'other', 'salary', 'exercised_stock_options']], ['0.843642857143', '0.414788097385', '0.23', ['poi', 'salary_bonus', 'other', 'total_payments', 'exercised_stock_options']], ['0.3558', '0.236910684672', '1.0', ['poi', 'salary_bonus', 'director_fees', 'resto_dirfees', 'bonus']], ['0.260357142857', '0.161877782274', '1.0', ['poi', 'salary_bonus', 'director_fees', 'resto_dirfees', 'total_stock_value']], ['0.300833333333', '0.192492781521', '1.0', ['poi', 'salary_bonus', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person']], ['0.309727272727', '0.200620918531', '0.937', ['poi', 'salary_bonus', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi']], ['0.279923076923', '0.175412293853', '0.9945', ['poi', 'salary_bonus', 'director_fees', 'resto_dirfees', 'restricted_stock']], ['0.324', '0.211096938776', '0.993', ['poi', 'salary_bonus', 'director_fees', 'resto_dirfees', 'salary']], ['0.277076923077', '0.16961414791', '0.9495', ['poi', 'salary_bonus', 'director_fees', 'resto_dirfees', 'total_payments']], ['0.260857142857', '0.161969549725', '1.0', ['poi', 'salary_bonus', 'director_fees', 'resto_dirfees', 'exercised_stock_options']], ['0.571571428571', '0.220341354225', '0.7875', ['poi', 'salary_bonus', 'director_fees', 'bonus', 'total_stock_value']], ['0.300833333333', '0.192492781521', '1.0', ['poi', 'salary_bonus', 'director_fees', 'bonus', 'from_poi_to_this_person']], ['0.311', '0.200922054251', '0.937', ['poi', 'salary_bonus', 'director_fees', 'bonus', 'from_this_person_to_poi']], ['0.280153846154', '0.175458715596', '0.9945', ['poi', 'salary_bonus', 'director_fees', 'bonus', 'restricted_stock']], ['0.324363636364', '0.211186729051', '0.993', ['poi', 'salary_bonus', 'director_fees', 'bonus', 'salary']], ['0.730384615385', '0.229608336328', '0.3195', ['poi', 'salary_bonus', 'director_fees', 'bonus', 'total_payments']], ['0.407357142857', '0.185244426672', '0.9265', ['poi', 'salary_bonus', 'director_fees', 'bonus', 'exercised_stock_options']], ['0.249066666667', '0.150784077201', '1.0', ['poi', 'salary_bonus', 'director_fees', 'total_stock_value', 'from_poi_to_this_person']], ['0.249066666667', '0.150784077201', '1.0', ['poi', 'salary_bonus', 'director_fees', 'total_stock_value', 'from_this_person_to_poi']], ['0.558428571429', '0.216666666667', '0.7995', ['poi', 'salary_bonus', 'director_fees', 'total_stock_value', 'restricted_stock']], ['0.461333333333', '0.193424768052', '0.959', ['poi', 'salary_bonus', 'director_fees', 'total_stock_value', 'salary']], ['0.757466666667', '0.243742177722', '0.3895', ['poi', 'salary_bonus', 'director_fees', 'total_stock_value', 'total_payments']], ['0.7005', '0.237616654702', '0.4965', ['poi', 'salary_bonus', 'director_fees', 'total_stock_value', 'exercised_stock_options']], ['0.295583333333', '0.183955333529', '0.939', ['poi', 'salary_bonus', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.273538461538', '0.17465034965', '0.999', ['poi', 'salary_bonus', 'director_fees', 'from_poi_to_this_person', 'restricted_stock']], ['0.283923076923', '0.175760802058', '0.9905', ['poi', 'salary_bonus', 'director_fees', 'from_poi_to_this_person', 'salary']], ['0.714714285714', '0.264858490566', '0.5615', ['poi', 'salary_bonus', 'director_fees', 'from_poi_to_this_person', 'total_payments']], ['0.259642857143', '0.161746866154', '1.0', ['poi', 'salary_bonus', 'director_fees', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.268153846154', '0.166222459133', '0.9355', ['poi', 'salary_bonus', 'director_fees', 'from_this_person_to_poi', 'restricted_stock']], ['0.289583333333', '0.182234343041', '0.9355', ['poi', 'salary_bonus', 'director_fees', 'from_this_person_to_poi', 'salary']], ['0.714214285714', '0.252290170834', '0.5095', ['poi', 'salary_bonus', 'director_fees', 'from_this_person_to_poi', 'total_payments']], ['0.260785714286', '0.161956433719', '1.0', ['poi', 'salary_bonus', 'director_fees', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.275153846154', '0.174857643452', '0.998', ['poi', 'salary_bonus', 'director_fees', 'restricted_stock', 'salary']], ['0.723357142857', '0.201275917065', '0.3155', ['poi', 'salary_bonus', 'director_fees', 'restricted_stock', 'total_payments']], ['0.460357142857', '0.192720433676', '0.871', ['poi', 'salary_bonus', 'director_fees', 'restricted_stock', 'exercised_stock_options']], ['0.699692307692', '0.224377533295', '0.3875', ['poi', 'salary_bonus', 'director_fees', 'salary', 'total_payments']], ['0.319071428571', '0.172107599896', '0.9885', ['poi', 'salary_bonus', 'director_fees', 'salary', 'exercised_stock_options']], ['0.744428571429', '0.260182370821', '0.428', ['poi', 'salary_bonus', 'director_fees', 'total_payments', 'exercised_stock_options']], ['0.239153846154', '0.161243238602', '0.939', ['poi', 'salary_bonus', 'resto_dirfees', 'bonus', 'total_stock_value']], ['0.219727272727', '0.188982330152', '1.0', ['poi', 'salary_bonus', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']], ['0.2294', '0.197839440796', '0.934', ['poi', 'salary_bonus', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']], ['0.20325', '0.172371955975', '0.9945', ['poi', 'salary_bonus', 'resto_dirfees', 'bonus', 'restricted_stock']], ['0.2355', '0.206020206229', '0.989', ['poi', 'salary_bonus', 'resto_dirfees', 'bonus', 'salary']], ['0.224769230769', '0.150726392252', '0.8715', ['poi', 'salary_bonus', 'resto_dirfees', 'bonus', 'total_payments']], ['0.249769230769', '0.162119759435', '0.93', ['poi', 'salary_bonus', 'resto_dirfees', 'bonus', 'exercised_stock_options']], ['0.215928571429', '0.149964906808', '0.9615', ['poi', 'salary_bonus', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']], ['0.216214285714', '0.148586198794', '0.9485', ['poi', 'salary_bonus', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']], ['0.233538461538', '0.16023890785', '0.939', ['poi', 'salary_bonus', 'resto_dirfees', 'total_stock_value', 'restricted_stock']], ['0.224', '0.151188414922', '0.9605', ['poi', 'salary_bonus', 'resto_dirfees', 'total_stock_value', 'salary']], ['0.227666666667', '0.134578726649', '0.8825', ['poi', 'salary_bonus', 'resto_dirfees', 'total_stock_value', 'total_payments']], ['0.241846153846', '0.161379310345', '0.936', ['poi', 'salary_bonus', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']], ['0.209272727273', '0.179030093924', '0.934', ['poi', 'salary_bonus', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.198833333333', '0.171866919497', '0.997', ['poi', 'salary_bonus', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']], ['0.215909090909', '0.187057156353', '0.99', ['poi', 'salary_bonus', 'resto_dirfees', 'from_poi_to_this_person', 'salary']], ['0.215214285714', '0.140260987911', '0.876', ['poi', 'salary_bonus', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']], ['0.218846153846', '0.161982922988', '0.977', ['poi', 'salary_bonus', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.192583333333', '0.164616592515', '0.9435', ['poi', 'salary_bonus', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']], ['0.206454545455', '0.177637252084', '0.927', ['poi', 'salary_bonus', 'resto_dirfees', 'from_this_person_to_poi', 'salary']], ['0.228384615385', '0.15164396634', '0.874', ['poi', 'salary_bonus', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']], ['0.223230769231', '0.161794186435', '0.9685', ['poi', 'salary_bonus', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.199', '0.171670117322', '0.995', ['poi', 'salary_bonus', 'resto_dirfees', 'restricted_stock', 'salary']], ['0.209142857143', '0.139484978541', '0.8775', ['poi', 'salary_bonus', 'resto_dirfees', 'restricted_stock', 'total_payments']], ['0.232538461538', '0.160292990376', '0.941', ['poi', 'salary_bonus', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']], ['0.223538461538', '0.150276529554', '0.8695', ['poi', 'salary_bonus', 'resto_dirfees', 'salary', 'total_payments']], ['0.234153846154', '0.16156202144', '0.9495', ['poi', 'salary_bonus', 'resto_dirfees', 'salary', 'exercised_stock_options']], ['0.226714285714', '0.143710641046', '0.89', ['poi', 'salary_bonus', 'resto_dirfees', 'total_payments', 'exercised_stock_options']], ['0.839384615385', '0.469821673525', '0.3425', ['poi', 'salary_bonus', 'bonus', 'total_stock_value', 'from_poi_to_this_person']], ['0.835769230769', '0.449362340585', '0.2995', ['poi', 'salary_bonus', 'bonus', 'total_stock_value', 'from_this_person_to_poi']], ['0.836', '0.450075642965', '0.2975', ['poi', 'salary_bonus', 'bonus', 'total_stock_value', 'restricted_stock']], ['0.839153846154', '0.468555632343', '0.339', ['poi', 'salary_bonus', 'bonus', 'total_stock_value', 'salary']], ['0.843533333333', '0.369056603774', '0.2445', ['poi', 'salary_bonus', 'bonus', 'total_stock_value', 'total_payments']], ['0.840153846154', '0.473825503356', '0.353', ['poi', 'salary_bonus', 'bonus', 'total_stock_value', 'exercised_stock_options']], ['0.7738', '0.36093418259', '0.17', ['poi', 'salary_bonus', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.811666666667', '0.395161290323', '0.245', ['poi', 'salary_bonus', 'bonus', 'from_poi_to_this_person', 'restricted_stock']], ['0.807454545455', '0.441584158416', '0.223', ['poi', 'salary_bonus', 'bonus', 'from_poi_to_this_person', 'salary']], ['0.825', '0.35325506937', '0.1655', ['poi', 'salary_bonus', 'bonus', 'from_poi_to_this_person', 'total_payments']], ['0.837846153846', '0.459398496241', '0.3055', ['poi', 'salary_bonus', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.791666666667', '0.290268456376', '0.173', ['poi', 'salary_bonus', 'bonus', 'from_this_person_to_poi', 'restricted_stock']], ['0.784272727273', '0.323890462701', '0.1715', ['poi', 'salary_bonus', 'bonus', 'from_this_person_to_poi', 'salary']], ['0.820846153846', '0.329179646937', '0.1585', ['poi', 'salary_bonus', 'bonus', 'from_this_person_to_poi', 'total_payments']], ['0.835461538462', '0.444533120511', '0.2785', ['poi', 'salary_bonus', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.80975', '0.38814229249', '0.2455', ['poi', 'salary_bonus', 'bonus', 'restricted_stock', 'salary']], ['0.821285714286', '0.27428057554', '0.1525', ['poi', 'salary_bonus', 'bonus', 'restricted_stock', 'total_payments']], ['0.833769230769', '0.439700374532', '0.2935', ['poi', 'salary_bonus', 'bonus', 'restricted_stock', 'exercised_stock_options']], ['0.821307692308', '0.325782092772', '0.151', ['poi', 'salary_bonus', 'bonus', 'salary', 'total_payments']], ['0.838230769231', '0.464507236389', '0.337', ['poi', 'salary_bonus', 'bonus', 'salary', 'exercised_stock_options']], ['0.844714285714', '0.424347826087', '0.244', ['poi', 'salary_bonus', 'bonus', 'total_payments', 'exercised_stock_options']], ['0.847', '0.504959422904', '0.28', ['poi', 'salary_bonus', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.856071428571', '0.493595217763', '0.289', ['poi', 'salary_bonus', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']], ['0.839230769231', '0.462686567164', '0.279', ['poi', 'salary_bonus', 'total_stock_value', 'from_poi_to_this_person', 'salary']], ['0.8536', '0.411870503597', '0.229', ['poi', 'salary_bonus', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']], ['0.847461538462', '0.506666666667', '0.323', ['poi', 'salary_bonus', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.857214285714', '0.500437445319', '0.286', ['poi', 'salary_bonus', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']], ['0.848642857143', '0.451665312754', '0.278', ['poi', 'salary_bonus', 'total_stock_value', 'from_this_person_to_poi', 'salary']], ['0.8542', '0.41523118767', '0.229', ['poi', 'salary_bonus', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']], ['0.849', '0.514741035857', '0.323', ['poi', 'salary_bonus', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.8535', '0.478371501272', '0.282', ['poi', 'salary_bonus', 'total_stock_value', 'restricted_stock', 'salary']], ['0.859', '0.443682664055', '0.2265', ['poi', 'salary_bonus', 'total_stock_value', 'restricted_stock', 'total_payments']], ['0.846846153846', '0.503523884103', '0.3215', ['poi', 'salary_bonus', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']], ['0.852866666667', '0.408163265306', '0.23', ['poi', 'salary_bonus', 'total_stock_value', 'salary', 'total_payments']], ['0.850230769231', '0.52142279709', '0.3225', ['poi', 'salary_bonus', 'total_stock_value', 'salary', 'exercised_stock_options']], ['0.860133333333', '0.457242582897', '0.262', ['poi', 'salary_bonus', 'total_stock_value', 'total_payments', 'exercised_stock_options']], ['0.79475', '0.301967493584', '0.1765', ['poi', 'salary_bonus', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']], ['0.786454545455', '0.323915237134', '0.1605', ['poi', 'salary_bonus', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']], ['0.838214285714', '0.312056737589', '0.11', ['poi', 'salary_bonus', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']], ['0.844692307692', '0.49164467898', '0.2795', ['poi', 'salary_bonus', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.812', '0.367768595041', '0.178', ['poi', 'salary_bonus', 'from_poi_to_this_person', 'restricted_stock', 'salary']], ['0.824785714286', '0.253536452666', '0.1165', ['poi', 'salary_bonus', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']], ['0.852428571429', '0.473170731707', '0.291', ['poi', 'salary_bonus', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']], ['0.825615384615', '0.322709163347', '0.1215', ['poi', 'salary_bonus', 'from_poi_to_this_person', 'salary', 'total_payments']], ['0.841538461538', '0.475450081833', '0.2905', ['poi', 'salary_bonus', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']], ['0.853214285714', '0.47191011236', '0.231', ['poi', 'salary_bonus', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']], ['0.7965', '0.30303030303', '0.17', ['poi', 'salary_bonus', 'from_this_person_to_poi', 'restricted_stock', 'salary']], ['0.826642857143', '0.270182992465', '0.1255', ['poi', 'salary_bonus', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']], ['0.856642857143', '0.49696969697', '0.287', ['poi', 'salary_bonus', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']], ['0.827692307692', '0.341688654354', '0.1295', ['poi', 'salary_bonus', 'from_this_person_to_poi', 'salary', 'total_payments']], ['0.842692307692', '0.481108312343', '0.2865', ['poi', 'salary_bonus', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']], ['0.854142857143', '0.478527607362', '0.234', ['poi', 'salary_bonus', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']], ['0.825357142857', '0.271325796506', '0.132', ['poi', 'salary_bonus', 'restricted_stock', 'salary', 'total_payments']], ['0.848642857143', '0.452208835341', '0.2815', ['poi', 'salary_bonus', 'restricted_stock', 'salary', 'exercised_stock_options']], ['0.857066666667', '0.430902111324', '0.2245', ['poi', 'salary_bonus', 'restricted_stock', 'total_payments', 'exercised_stock_options']], ['0.849571428571', '0.449038461538', '0.2335', ['poi', 'salary_bonus', 'salary', 'total_payments', 'exercised_stock_options']], ['0.825461538462', '0.381706244503', '0.217', ['poi', 'deferral_payments', 'expenses', 'deferred_income', 'long_term_incentive']], ['0.304846153846', '0.1743637205', '0.942', ['poi', 'deferral_payments', 'expenses', 'deferred_income', 'restricted_stock_deferred']], ['0.813642857143', '0.274944567627', '0.186', ['poi', 'deferral_payments', 'expenses', 'deferred_income', 'shared_receipt_with_poi']], ['0.802642857143', '0.272510435301', '0.2285', ['poi', 'deferral_payments', 'expenses', 'deferred_income', 'from_messages']], ['0.828153846154', '0.340599455041', '0.125', ['poi', 'deferral_payments', 'expenses', 'deferred_income', 'other']], ['0.314', '0.188088088088', '0.9395', ['poi', 'deferral_payments', 'expenses', 'deferred_income', 'director_fees']], ['0.21775', '0.169130162143', '0.944', ['poi', 'deferral_payments', 'expenses', 'deferred_income', 'resto_dirfees']], ['0.850923076923', '0.527927927928', '0.293', ['poi', 'deferral_payments', 'expenses', 'deferred_income', 'bonus']], ['0.866642857143', '0.553846153846', '0.342', ['poi', 'deferral_payments', 'expenses', 'deferred_income', 'total_stock_value']], ['0.819615384615', '0.344734473447', '0.1915', ['poi', 'deferral_payments', 'expenses', 'deferred_income', 'from_poi_to_this_person']], ['0.823', '0.349950149551', '0.1755', ['poi', 'deferral_payments', 'expenses', 'deferred_income', 'from_this_person_to_poi']], ['0.854428571429', '0.482913669065', '0.2685', ['poi', 'deferral_payments', 'expenses', 'deferred_income', 'restricted_stock']], ['0.845692307692', '0.497227356747', '0.269', ['poi', 'deferral_payments', 'expenses', 'deferred_income', 'salary']], ['0.831538461538', '0.349206349206', '0.11', ['poi', 'deferral_payments', 'expenses', 'deferred_income', 'total_payments']], ['0.8665', '0.553208773355', '0.3405', ['poi', 'deferral_payments', 'expenses', 'deferred_income', 'exercised_stock_options']], ['0.307', '0.174816739352', '0.942', ['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'restricted_stock_deferred']], ['0.798692307692', '0.287094547964', '0.208', ['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi']], ['0.780076923077', '0.313827481578', '0.362', ['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'from_messages']], ['0.791666666667', '0.162162162162', '0.06', ['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'other']], ['0.307153846154', '0.174244537424', '0.937', ['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'director_fees']], ['0.228666666667', '0.171138506164', '0.944', ['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'resto_dirfees']], ['0.81375', '0.396293027361', '0.2245', ['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'bonus']], ['0.855785714286', '0.492063492063', '0.2945', ['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'total_stock_value']], ['0.809769230769', '0.305028854081', '0.185', ['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'from_poi_to_this_person']], ['0.797076923077', '0.190891472868', '0.0985', ['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'from_this_person_to_poi']], ['0.835928571429', '0.35426889107', '0.1805', ['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'restricted_stock']], ['0.810166666667', '0.389331210191', '0.2445', ['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'salary']], ['0.822461538462', '0.249185667752', '0.0765', ['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'total_payments']], ['0.854', '0.482026143791', '0.295', ['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'exercised_stock_options']], ['0.285357142857', '0.16071882682', '0.948', ['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi']], ['0.301142857143', '0.157514959521', '0.895', ['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'from_messages']], ['0.293307692308', '0.164001870033', '0.877', ['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'other']], ['0.398', '0.196372732958', '0.942', ['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'director_fees']], ['0.317583333333', '0.188650769695', '0.9375', ['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'resto_dirfees']], ['0.307461538462', '0.174914121252', '0.942', ['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'bonus']], ['0.284357142857', '0.159779380569', '0.9415', ['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'total_stock_value']], ['0.300692307692', '0.173737001932', '0.944', ['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'from_poi_to_this_person']], ['0.296923076923', '0.165792922674', '0.8855', ['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'from_this_person_to_poi']], ['0.285214285714', '0.159363566749', '0.9365', ['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'restricted_stock']], ['0.302076923077', '0.172879474609', '0.9345', ['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'salary']], ['0.292230769231', '0.165474310137', '0.8905', ['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'total_payments']], ['0.2815', '0.159296524901', '0.942', ['poi', 'deferral_payments', 'expenses', 'restricted_stock_deferred', 'exercised_stock_options']], ['0.713230769231', '0.174698795181', '0.232', ['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'from_messages']], ['0.780384615385', '0.0358306188925', '0.0165', ['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'other']], ['0.294857142857', '0.162261884332', '0.9455', ['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'director_fees']], ['0.211461538462', '0.156294259768', '0.938', ['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees']], ['0.806923076923', '0.30201863354', '0.1945', ['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'bonus']], ['0.843428571429', '0.42523364486', '0.273', ['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'total_stock_value']], ['0.756384615385', '0.125721616421', '0.098', ['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'from_poi_to_this_person']], ['0.771692307692', '0.06', '0.033', ['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'from_this_person_to_poi']], ['0.801714285714', '0.194488188976', '0.1235', ['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'restricted_stock']], ['0.788153846154', '0.218236173393', '0.146', ['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'salary']], ['0.821714285714', '0.160273972603', '0.0585', ['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'total_payments']], ['0.840571428571', '0.415697674419', '0.286', ['poi', 'deferral_payments', 'expenses', 'shared_receipt_with_poi', 'exercised_stock_options']], ['0.749769230769', '0.129946839929', '0.11', ['poi', 'deferral_payments', 'expenses', 'from_messages', 'other']], ['0.312714285714', '0.15887934121', '0.8875', ['poi', 'deferral_payments', 'expenses', 'from_messages', 'director_fees']], ['0.229615384615', '0.153719865203', '0.8895', ['poi', 'deferral_payments', 'expenses', 'from_messages', 'resto_dirfees']], ['0.767230769231', '0.216574585635', '0.196', ['poi', 'deferral_payments', 'expenses', 'from_messages', 'bonus']], ['0.850428571429', '0.46160130719', '0.2825', ['poi', 'deferral_payments', 'expenses', 'from_messages', 'total_stock_value']], ['0.698307692308', '0.154316546763', '0.2145', ['poi', 'deferral_payments', 'expenses', 'from_messages', 'from_poi_to_this_person']], ['0.723846153846', '0.100502512563', '0.1', ['poi', 'deferral_payments', 'expenses', 'from_messages', 'from_this_person_to_poi']], ['0.7935', '0.242931332949', '0.2105', ['poi', 'deferral_payments', 'expenses', 'from_messages', 'restricted_stock']], ['0.759769230769', '0.250997782705', '0.283', ['poi', 'deferral_payments', 'expenses', 'from_messages', 'salary']], ['0.821571428571', '0.156077348066', '0.0565', ['poi', 'deferral_payments', 'expenses', 'from_messages', 'total_payments']], ['0.847142857143', '0.4468892261', '0.2945', ['poi', 'deferral_payments', 'expenses', 'from_messages', 'exercised_stock_options']], ['0.307384615385', '0.168056872038', '0.8865', ['poi', 'deferral_payments', 'expenses', 'other', 'director_fees']], ['0.214666666667', '0.161869192931', '0.8885', ['poi', 'deferral_payments', 'expenses', 'other', 'resto_dirfees']], ['0.798916666667', '0.20202020202', '0.07', ['poi', 'deferral_payments', 'expenses', 'other', 'bonus']], ['0.848857142857', '0.440573770492', '0.215', ['poi', 'deferral_payments', 'expenses', 'other', 'total_stock_value']], ['0.799384615385', '0.0754189944134', '0.027', ['poi', 'deferral_payments', 'expenses', 'other', 'from_poi_to_this_person']], ['0.789769230769', '0.00271370420624', '0.001', ['poi', 'deferral_payments', 'expenses', 'other', 'from_this_person_to_poi']], ['0.821071428571', '0.158322056834', '0.0585', ['poi', 'deferral_payments', 'expenses', 'other', 'restricted_stock']], ['0.799416666667', '0.205499276411', '0.071', ['poi', 'deferral_payments', 'expenses', 'other', 'salary']], ['0.802384615385', '0.0433386837881', '0.0135', ['poi', 'deferral_payments', 'expenses', 'other', 'total_payments']], ['0.850928571429', '0.454734651405', '0.2185', ['poi', 'deferral_payments', 'expenses', 'other', 'exercised_stock_options']], ['0.313166666667', '0.188024790084', '0.9405', ['poi', 'deferral_payments', 'expenses', 'director_fees', 'resto_dirfees']], ['0.301461538462', '0.173053836919', '0.937', ['poi', 'deferral_payments', 'expenses', 'director_fees', 'bonus']], ['0.289733333333', '0.152058539723', '0.9455', ['poi', 'deferral_payments', 'expenses', 'director_fees', 'total_stock_value']], ['0.302923076923', '0.173720199593', '0.94', ['poi', 'deferral_payments', 'expenses', 'director_fees', 'from_poi_to_this_person']], ['0.301615384615', '0.166807869717', '0.886', ['poi', 'deferral_payments', 'expenses', 'director_fees', 'from_this_person_to_poi']], ['0.288642857143', '0.159143468951', '0.929', ['poi', 'deferral_payments', 'expenses', 'director_fees', 'restricted_stock']], ['0.303538461538', '0.172880727138', '0.932', ['poi', 'deferral_payments', 'expenses', 'director_fees', 'salary']], ['0.334230769231', '0.173998236504', '0.888', ['poi', 'deferral_payments', 'expenses', 'director_fees', 'total_payments']], ['0.302', '0.16354978355', '0.9445', ['poi', 'deferral_payments', 'expenses', 'director_fees', 'exercised_stock_options']], ['0.223333333333', '0.170151405912', '0.944', ['poi', 'deferral_payments', 'expenses', 'resto_dirfees', 'bonus']], ['0.207714285714', '0.145950155763', '0.937', ['poi', 'deferral_payments', 'expenses', 'resto_dirfees', 'total_stock_value']], ['0.213538461538', '0.157447517494', '0.945', ['poi', 'deferral_payments', 'expenses', 'resto_dirfees', 'from_poi_to_this_person']], ['0.210769230769', '0.148749787379', '0.8745', ['poi', 'deferral_payments', 'expenses', 'resto_dirfees', 'from_this_person_to_poi']], ['0.203142857143', '0.145171291273', '0.9365', ['poi', 'deferral_payments', 'expenses', 'resto_dirfees', 'restricted_stock']], ['0.225083333333', '0.169519152404', '0.936', ['poi', 'deferral_payments', 'expenses', 'resto_dirfees', 'salary']], ['0.228153846154', '0.147693387125', '0.842', ['poi', 'deferral_payments', 'expenses', 'resto_dirfees', 'total_payments']], ['0.207214285714', '0.146476027663', '0.9425', ['poi', 'deferral_payments', 'expenses', 'resto_dirfees', 'exercised_stock_options']], ['0.856571428571', '0.496527777778', '0.286', ['poi', 'deferral_payments', 'expenses', 'bonus', 'total_stock_value']], ['0.812153846154', '0.328947368421', '0.2125', ['poi', 'deferral_payments', 'expenses', 'bonus', 'from_poi_to_this_person']], ['0.805692307692', '0.246628131021', '0.128', ['poi', 'deferral_payments', 'expenses', 'bonus', 'from_this_person_to_poi']], ['0.837214285714', '0.360917248255', '0.181', ['poi', 'deferral_payments', 'expenses', 'bonus', 'restricted_stock']], ['0.81325', '0.379379379379', '0.1895', ['poi', 'deferral_payments', 'expenses', 'bonus', 'salary']], ['0.822923076923', '0.252459016393', '0.077', ['poi', 'deferral_payments', 'expenses', 'bonus', 'total_payments']], ['0.854285714286', '0.482608695652', '0.2775', ['poi', 'deferral_payments', 'expenses', 'bonus', 'exercised_stock_options']], ['0.870928571429', '0.605927552141', '0.276', ['poi', 'deferral_payments', 'expenses', 'total_stock_value', 'from_poi_to_this_person']], ['0.8715', '0.607717041801', '0.2835', ['poi', 'deferral_payments', 'expenses', 'total_stock_value', 'from_this_person_to_poi']], ['0.869928571429', '0.599555061179', '0.2695', ['poi', 'deferral_payments', 'expenses', 'total_stock_value', 'restricted_stock']], ['0.854428571429', '0.483449477352', '0.2775', ['poi', 'deferral_payments', 'expenses', 'total_stock_value', 'salary']], ['0.853733333333', '0.396367521368', '0.1855', ['poi', 'deferral_payments', 'expenses', 'total_stock_value', 'total_payments']], ['0.857142857143', '0.5', '0.2755', ['poi', 'deferral_payments', 'expenses', 'total_stock_value', 'exercised_stock_options']], ['0.779153846154', '0.0767735665695', '0.0395', ['poi', 'deferral_payments', 'expenses', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.824', '0.257828810021', '0.1235', ['poi', 'deferral_payments', 'expenses', 'from_poi_to_this_person', 'restricted_stock']], ['0.799153846154', '0.246051537822', '0.148', ['poi', 'deferral_payments', 'expenses', 'from_poi_to_this_person', 'salary']], ['0.821461538462', '0.0997506234414', '0.02', ['poi', 'deferral_payments', 'expenses', 'from_poi_to_this_person', 'total_payments']], ['0.863', '0.538825757576', '0.2845', ['poi', 'deferral_payments', 'expenses', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.827214285714', '0.252071005917', '0.1065', ['poi', 'deferral_payments', 'expenses', 'from_this_person_to_poi', 'restricted_stock']], ['0.801307692308', '0.22984244671', '0.124', ['poi', 'deferral_payments', 'expenses', 'from_this_person_to_poi', 'salary']], ['0.825769230769', '0.12676056338', '0.0225', ['poi', 'deferral_payments', 'expenses', 'from_this_person_to_poi', 'total_payments']], ['0.865', '0.555220883534', '0.2765', ['poi', 'deferral_payments', 'expenses', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.828571428571', '0.291666666667', '0.14', ['poi', 'deferral_payments', 'expenses', 'restricted_stock', 'salary']], ['0.829', '0.203313253012', '0.0675', ['poi', 'deferral_payments', 'expenses', 'restricted_stock', 'total_payments']], ['0.858428571429', '0.508474576271', '0.27', ['poi', 'deferral_payments', 'expenses', 'restricted_stock', 'exercised_stock_options']], ['0.821692307692', '0.217081850534', '0.061', ['poi', 'deferral_payments', 'expenses', 'salary', 'total_payments']], ['0.857714285714', '0.503745318352', '0.269', ['poi', 'deferral_payments', 'expenses', 'salary', 'exercised_stock_options']], ['0.845928571429', '0.41209406495', '0.184', ['poi', 'deferral_payments', 'expenses', 'total_payments', 'exercised_stock_options']], ['0.351090909091', '0.212253584229', '0.9475', ['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred']], ['0.824538461538', '0.397669337218', '0.273', ['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi']], ['0.815153846154', '0.375540457072', '0.304', ['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'from_messages']], ['0.81825', '0.396096440873', '0.1725', ['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'other']], ['0.352636363636', '0.210383440787', '0.93', ['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'director_fees']], ['0.244363636364', '0.187339013275', '0.9455', ['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'resto_dirfees']], ['0.836', '0.513559322034', '0.303', ['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'bonus']], ['0.856857142857', '0.498522895126', '0.3375', ['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'total_stock_value']], ['0.832', '0.41958041958', '0.24', ['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person']], ['0.808166666667', '0.362976406534', '0.2', ['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'from_this_person_to_poi']], ['0.835571428571', '0.391522988506', '0.2725', ['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'restricted_stock']], ['0.828833333333', '0.477195945946', '0.2825', ['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'salary']], ['0.828692307692', '0.369690011481', '0.161', ['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'total_payments']], ['0.845538461538', '0.497045790251', '0.3365', ['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'exercised_stock_options']], ['0.300538461538', '0.173464690176', '0.942', ['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi']], ['0.313692307692', '0.168803827751', '0.882', ['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'from_messages']], ['0.310166666667', '0.180541420721', '0.887', ['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'other']], ['0.52275', '0.196858864028', '0.915', ['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'director_fees']], ['0.366125', '0.154590191753', '0.911', ['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees']], ['0.32325', '0.189698874582', '0.9355', ['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'bonus']], ['0.278214285714', '0.158621851571', '0.9415', ['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'total_stock_value']], ['0.316833333333', '0.187159297396', '0.927', ['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'from_poi_to_this_person']], ['0.319583333333', '0.18159281066', '0.879', ['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'from_this_person_to_poi']], ['0.2835', '0.160422832981', '0.9485', ['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'restricted_stock']], ['0.303461538462', '0.173107218979', '0.934', ['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'salary']], ['0.288', '0.164508969854', '0.8895', ['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'total_payments']], ['0.299923076923', '0.173337013525', '0.942', ['poi', 'deferral_payments', 'deferred_income', 'restricted_stock_deferred', 'exercised_stock_options']], ['0.786083333333', '0.318385650224', '0.2485', ['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'from_messages']], ['0.824571428571', '0.262993762994', '0.1265', ['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'other']], ['0.297384615385', '0.173172072567', '0.945', ['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'director_fees']], ['0.2145', '0.166397124888', '0.926', ['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees']], ['0.831846153846', '0.428129829985', '0.277', ['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'bonus']], ['0.841714285714', '0.423836389281', '0.3005', ['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value']], ['0.780416666667', '0.260015117158', '0.172', ['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'from_poi_to_this_person']], ['0.79225', '0.27027027027', '0.145', ['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'from_this_person_to_poi']], ['0.826357142857', '0.335370511841', '0.2195', ['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'restricted_stock']], ['0.832714285714', '0.384303112314', '0.284', ['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'salary']], ['0.8375', '0.329615861214', '0.133', ['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'total_payments']], ['0.860428571429', '0.518167456556', '0.328', ['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'exercised_stock_options']], ['0.836928571429', '0.357502517623', '0.1775', ['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'other']], ['0.319769230769', '0.17021686747', '0.883', ['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'director_fees']], ['0.22975', '0.162015865609', '0.868', ['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'resto_dirfees']], ['0.838923076923', '0.463957055215', '0.3025', ['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'bonus']], ['0.860357142857', '0.516292541636', '0.3565', ['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'total_stock_value']], ['0.756333333333', '0.261609907121', '0.2535', ['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'from_poi_to_this_person']], ['0.751916666667', '0.241944004226', '0.229', ['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'from_this_person_to_poi']], ['0.839714285714', '0.405864197531', '0.263', ['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'restricted_stock']], ['0.834142857143', '0.392666666667', '0.2945', ['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'salary']], ['0.843785714286', '0.379665379665', '0.1475', ['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'total_payments']], ['0.864285714286', '0.534387895461', '0.3885', ['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'exercised_stock_options']], ['0.318666666667', '0.180727874276', '0.874', ['poi', 'deferral_payments', 'deferred_income', 'other', 'director_fees']], ['0.212666666667', '0.160837887067', '0.883', ['poi', 'deferral_payments', 'deferred_income', 'other', 'resto_dirfees']], ['0.817833333333', '0.403726708075', '0.195', ['poi', 'deferral_payments', 'deferred_income', 'other', 'bonus']], ['0.848142857143', '0.441774491682', '0.239', ['poi', 'deferral_payments', 'deferred_income', 'other', 'total_stock_value']], ['0.822', '0.317865429234', '0.137', ['poi', 'deferral_payments', 'deferred_income', 'other', 'from_poi_to_this_person']], ['0.803307692308', '0.208986415883', '0.1', ['poi', 'deferral_payments', 'deferred_income', 'other', 'from_this_person_to_poi']], ['0.835142857143', '0.351637764933', '0.1825', ['poi', 'deferral_payments', 'deferred_income', 'other', 'restricted_stock']], ['0.81775', '0.395763656633', '0.1775', ['poi', 'deferral_payments', 'deferred_income', 'other', 'salary']], ['0.816846153846', '0.249011857708', '0.0945', ['poi', 'deferral_payments', 'deferred_income', 'other', 'total_payments']], ['0.853142857143', '0.471428571429', '0.231', ['poi', 'deferral_payments', 'deferred_income', 'other', 'exercised_stock_options']], ['0.3635', '0.154391891892', '0.914', ['poi', 'deferral_payments', 'deferred_income', 'director_fees', 'resto_dirfees']], ['0.323833333333', '0.189770651512', '0.935', ['poi', 'deferral_payments', 'deferred_income', 'director_fees', 'bonus']], ['0.290071428571', '0.160755490984', '0.9405', ['poi', 'deferral_payments', 'deferred_income', 'director_fees', 'total_stock_value']], ['0.319166666667', '0.188257881973', '0.9315', ['poi', 'deferral_payments', 'deferred_income', 'director_fees', 'from_poi_to_this_person']], ['0.316583333333', '0.181116939216', '0.8805', ['poi', 'deferral_payments', 'deferred_income', 'director_fees', 'from_this_person_to_poi']], ['0.287357142857', '0.159306397882', '0.9325', ['poi', 'deferral_payments', 'deferred_income', 'director_fees', 'restricted_stock']], ['0.304230769231', '0.173933166713', '0.9395', ['poi', 'deferral_payments', 'deferred_income', 'director_fees', 'salary']], ['0.349846153846', '0.171419841108', '0.8415', ['poi', 'deferral_payments', 'deferred_income', 'director_fees', 'total_payments']], ['0.312692307692', '0.175540376158', '0.938', ['poi', 'deferral_payments', 'deferred_income', 'director_fees', 'exercised_stock_options']], ['0.222166666667', '0.17023381295', '0.9465', ['poi', 'deferral_payments', 'deferred_income', 'resto_dirfees', 'bonus']], ['0.215928571429', '0.143345252284', '0.902', ['poi', 'deferral_payments', 'deferred_income', 'resto_dirfees', 'total_stock_value']], ['0.221', '0.168471395055', '0.9335', ['poi', 'deferral_payments', 'deferred_income', 'resto_dirfees', 'from_poi_to_this_person']], ['0.214416666667', '0.159030392067', '0.866', ['poi', 'deferral_payments', 'deferred_income', 'resto_dirfees', 'from_this_person_to_poi']], ['0.192142857143', '0.144764957265', '0.9485', ['poi', 'deferral_payments', 'deferred_income', 'resto_dirfees', 'restricted_stock']], ['0.21625', '0.167907435644', '0.936', ['poi', 'deferral_payments', 'deferred_income', 'resto_dirfees', 'salary']], ['0.245461538462', '0.148528220362', '0.825', ['poi', 'deferral_payments', 'deferred_income', 'resto_dirfees', 'total_payments']], ['0.218076923077', '0.155456156638', '0.921', ['poi', 'deferral_payments', 'deferred_income', 'resto_dirfees', 'exercised_stock_options']], ['0.846571428571', '0.445906432749', '0.305', ['poi', 'deferral_payments', 'deferred_income', 'bonus', 'total_stock_value']], ['0.841384615385', '0.471454880295', '0.256', ['poi', 'deferral_payments', 'deferred_income', 'bonus', 'from_poi_to_this_person']], ['0.835923076923', '0.441306266549', '0.25', ['poi', 'deferral_payments', 'deferred_income', 'bonus', 'from_this_person_to_poi']], ['0.841142857143', '0.406666666667', '0.244', ['poi', 'deferral_payments', 'deferred_income', 'bonus', 'restricted_stock']], ['0.8305', '0.48569023569', '0.2885', ['poi', 'deferral_payments', 'deferred_income', 'bonus', 'salary']], ['0.836692307692', '0.417890520694', '0.1565', ['poi', 'deferral_payments', 'deferred_income', 'bonus', 'total_payments']], ['0.853785714286', '0.480847595762', '0.295', ['poi', 'deferral_payments', 'deferred_income', 'bonus', 'exercised_stock_options']], ['0.857', '0.499206349206', '0.3145', ['poi', 'deferral_payments', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person']], ['0.857', '0.499194847021', '0.31', ['poi', 'deferral_payments', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi']], ['0.861857142857', '0.525075987842', '0.3455', ['poi', 'deferral_payments', 'deferred_income', 'total_stock_value', 'restricted_stock']], ['0.854785714286', '0.487018095987', '0.3095', ['poi', 'deferral_payments', 'deferred_income', 'total_stock_value', 'salary']], ['0.850666666667', '0.4', '0.24', ['poi', 'deferral_payments', 'deferred_income', 'total_stock_value', 'total_payments']], ['0.852785714286', '0.478010093727', '0.3315', ['poi', 'deferral_payments', 'deferred_income', 'total_stock_value', 'exercised_stock_options']], ['0.800416666667', '0.296601441813', '0.144', ['poi', 'deferral_payments', 'deferred_income', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.843214285714', '0.408450704225', '0.2175', ['poi', 'deferral_payments', 'deferred_income', 'from_poi_to_this_person', 'restricted_stock']], ['0.838307692308', '0.456632653061', '0.2685', ['poi', 'deferral_payments', 'deferred_income', 'from_poi_to_this_person', 'salary']], ['0.846571428571', '0.395774647887', '0.1405', ['poi', 'deferral_payments', 'deferred_income', 'from_poi_to_this_person', 'total_payments']], ['0.862357142857', '0.529795918367', '0.3245', ['poi', 'deferral_payments', 'deferred_income', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.831928571429', '0.345311130587', '0.197', ['poi', 'deferral_payments', 'deferred_income', 'from_this_person_to_poi', 'restricted_stock']], ['0.830538461538', '0.418864908074', '0.262', ['poi', 'deferral_payments', 'deferred_income', 'from_this_person_to_poi', 'salary']], ['0.842642857143', '0.361527967258', '0.1325', ['poi', 'deferral_payments', 'deferred_income', 'from_this_person_to_poi', 'total_payments']], ['0.865142857143', '0.547457627119', '0.323', ['poi', 'deferral_payments', 'deferred_income', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.848714285714', '0.451559934319', '0.275', ['poi', 'deferral_payments', 'deferred_income', 'restricted_stock', 'salary']], ['0.831785714286', '0.331433998101', '0.1745', ['poi', 'deferral_payments', 'deferred_income', 'restricted_stock', 'total_payments']], ['0.859428571429', '0.511869436202', '0.345', ['poi', 'deferral_payments', 'deferred_income', 'restricted_stock', 'exercised_stock_options']], ['0.835153846154', '0.407263294423', '0.157', ['poi', 'deferral_payments', 'deferred_income', 'salary', 'total_payments']], ['0.863428571429', '0.539927404719', '0.2975', ['poi', 'deferral_payments', 'deferred_income', 'salary', 'exercised_stock_options']], ['0.845142857143', '0.422077922078', '0.2275', ['poi', 'deferral_payments', 'deferred_income', 'total_payments', 'exercised_stock_options']], ['0.327166666667', '0.190607171964', '0.9355', ['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi']], ['0.342083333333', '0.185129793825', '0.8665', ['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages']], ['0.333090909091', '0.197574246203', '0.8715', ['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'other']], ['0.464181818182', '0.245023572551', '0.9355', ['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees']], ['0.386', '0.237576064909', '0.937', ['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees']], ['0.353272727273', '0.211269196025', '0.9355', ['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'bonus']], ['0.296307692308', '0.171688407128', '0.9345', ['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value']], ['0.332916666667', '0.193215489936', '0.9455', ['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'from_poi_to_this_person']], ['0.350818181818', '0.203620431223', '0.883', ['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'from_this_person_to_poi']], ['0.317076923077', '0.176967875258', '0.942', ['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'restricted_stock']], ['0.338083333333', '0.194572926303', '0.9465', ['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'salary']], ['0.291538461538', '0.165336056443', '0.8905', ['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'total_payments']], ['0.314769230769', '0.176652312301', '0.9435', ['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock_deferred', 'exercised_stock_options']], ['0.7055', '0.229929577465', '0.3265', ['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages']], ['0.779083333333', '0.126291618829', '0.055', ['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'other']], ['0.310153846154', '0.175605214153', '0.943', ['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees']], ['0.232416666667', '0.172257067539', '0.9475', ['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees']], ['0.804', '0.361635220126', '0.23', ['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus']], ['0.831357142857', '0.366789667897', '0.2485', ['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value']], ['0.76025', '0.211323238973', '0.1605', ['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'from_poi_to_this_person']], ['0.767166666667', '0.17671009772', '0.1085', ['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'from_this_person_to_poi']], ['0.784846153846', '0.200601051841', '0.1335', ['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'restricted_stock']], ['0.781583333333', '0.257232212666', '0.1645', ['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'salary']], ['0.820071428571', '0.169426751592', '0.0665', ['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'total_payments']], ['0.825538461538', '0.39708141321', '0.2585', ['poi', 'deferral_payments', 'long_term_incentive', 'shared_receipt_with_poi', 'exercised_stock_options']], ['0.741333333333', '0.171819262782', '0.1445', ['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'other']], ['0.331153846154', '0.173191447818', '0.887', ['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'director_fees']], ['0.254916666667', '0.169318723202', '0.8885', ['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'resto_dirfees']], ['0.773833333333', '0.328530259366', '0.342', ['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'bonus']], ['0.845357142857', '0.43920412675', '0.298', ['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'total_stock_value']], ['0.71625', '0.259170380528', '0.378', ['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'from_poi_to_this_person']], ['0.71675', '0.208420175073', '0.25', ['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'from_this_person_to_poi']], ['0.790384615385', '0.29034123771', '0.251', ['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'restricted_stock']], ['0.73525', '0.254074383619', '0.304', ['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'salary']], ['0.820428571429', '0.196933962264', '0.0835', ['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'total_payments']], ['0.835923076923', '0.455931080186', '0.344', ['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'exercised_stock_options']], ['0.320333333333', '0.181102362205', '0.874', ['poi', 'deferral_payments', 'long_term_incentive', 'other', 'director_fees']], ['0.243727272727', '0.180374304502', '0.8915', ['poi', 'deferral_payments', 'long_term_incentive', 'other', 'resto_dirfees']], ['0.789818181818', '0.269911504425', '0.0915', ['poi', 'deferral_payments', 'long_term_incentive', 'other', 'bonus']], ['0.833153846154', '0.409818569904', '0.192', ['poi', 'deferral_payments', 'long_term_incentive', 'other', 'total_stock_value']], ['0.782916666667', '0.120451693852', '0.048', ['poi', 'deferral_payments', 'long_term_incentive', 'other', 'from_poi_to_this_person']], ['0.7805', '0.0817941952507', '0.031', ['poi', 'deferral_payments', 'long_term_incentive', 'other', 'from_this_person_to_poi']], ['0.804384615385', '0.195286195286', '0.087', ['poi', 'deferral_payments', 'long_term_incentive', 'other', 'restricted_stock']], ['0.786454545455', '0.246734397678', '0.085', ['poi', 'deferral_payments', 'long_term_incentive', 'other', 'salary']], ['0.811769230769', '0.184767277856', '0.0655', ['poi', 'deferral_payments', 'long_term_incentive', 'other', 'total_payments']], ['0.821461538462', '0.349012229539', '0.1855', ['poi', 'deferral_payments', 'long_term_incentive', 'other', 'exercised_stock_options']], ['0.3637', '0.232232723702', '0.946', ['poi', 'deferral_payments', 'long_term_incentive', 'director_fees', 'resto_dirfees']], ['0.327', '0.190505297474', '0.935', ['poi', 'deferral_payments', 'long_term_incentive', 'director_fees', 'bonus']], ['0.297642857143', '0.162341581171', '0.9415', ['poi', 'deferral_payments', 'long_term_incentive', 'director_fees', 'total_stock_value']], ['0.312384615385', '0.174988290398', '0.934', ['poi', 'deferral_payments', 'long_term_incentive', 'director_fees', 'from_poi_to_this_person']], ['0.327916666667', '0.181493540594', '0.864', ['poi', 'deferral_payments', 'long_term_incentive', 'director_fees', 'from_this_person_to_poi']], ['0.297285714286', '0.161337711718', '0.9335', ['poi', 'deferral_payments', 'long_term_incentive', 'director_fees', 'restricted_stock']], ['0.314692307692', '0.176211453744', '0.94', ['poi', 'deferral_payments', 'long_term_incentive', 'director_fees', 'salary']], ['0.330230769231', '0.172093478048', '0.88', ['poi', 'deferral_payments', 'long_term_incentive', 'director_fees', 'total_payments']], ['0.321153846154', '0.177609825224', '0.94', ['poi', 'deferral_payments', 'long_term_incentive', 'director_fees', 'exercised_stock_options']], ['0.253636363636', '0.189251401121', '0.9455', ['poi', 'deferral_payments', 'long_term_incentive', 'resto_dirfees', 'bonus']], ['0.213307692308', '0.155918025931', '0.932', ['poi', 'deferral_payments', 'long_term_incentive', 'resto_dirfees', 'total_stock_value']], ['0.246454545455', '0.186896345713', '0.9385', ['poi', 'deferral_payments', 'long_term_incentive', 'resto_dirfees', 'from_poi_to_this_person']], ['0.252454545455', '0.181427255042', '0.886', ['poi', 'deferral_payments', 'long_term_incentive', 'resto_dirfees', 'from_this_person_to_poi']], ['0.218769230769', '0.158000670916', '0.942', ['poi', 'deferral_payments', 'long_term_incentive', 'resto_dirfees', 'restricted_stock']], ['0.247454545455', '0.187101275917', '0.9385', ['poi', 'deferral_payments', 'long_term_incentive', 'resto_dirfees', 'salary']], ['0.241', '0.148637784725', '0.832', ['poi', 'deferral_payments', 'long_term_incentive', 'resto_dirfees', 'total_payments']], ['0.23125', '0.17102267553', '0.939', ['poi', 'deferral_payments', 'long_term_incentive', 'resto_dirfees', 'exercised_stock_options']], ['0.841769230769', '0.475109170306', '0.272', ['poi', 'deferral_payments', 'long_term_incentive', 'bonus', 'total_stock_value']], ['0.808416666667', '0.368049426302', '0.2085', ['poi', 'deferral_payments', 'long_term_incentive', 'bonus', 'from_poi_to_this_person']], ['0.797333333333', '0.287401574803', '0.146', ['poi', 'deferral_payments', 'long_term_incentive', 'bonus', 'from_this_person_to_poi']], ['0.822461538462', '0.364197530864', '0.2065', ['poi', 'deferral_payments', 'long_term_incentive', 'bonus', 'restricted_stock']], ['0.802545454545', '0.409853249476', '0.1955', ['poi', 'deferral_payments', 'long_term_incentive', 'bonus', 'salary']], ['0.817153846154', '0.23928077455', '0.0865', ['poi', 'deferral_payments', 'long_term_incentive', 'bonus', 'total_payments']], ['0.838', '0.453014184397', '0.2555', ['poi', 'deferral_payments', 'long_term_incentive', 'bonus', 'exercised_stock_options']], ['0.843230769231', '0.483065953654', '0.271', ['poi', 'deferral_payments', 'long_term_incentive', 'total_stock_value', 'from_poi_to_this_person']], ['0.847153846154', '0.506268081003', '0.2625', ['poi', 'deferral_payments', 'long_term_incentive', 'total_stock_value', 'from_this_person_to_poi']], ['0.854923076923', '0.551351351351', '0.306', ['poi', 'deferral_payments', 'long_term_incentive', 'total_stock_value', 'restricted_stock']], ['0.840692307692', '0.467989179441', '0.2595', ['poi', 'deferral_payments', 'long_term_incentive', 'total_stock_value', 'salary']], ['0.8434', '0.339761248852', '0.185', ['poi', 'deferral_payments', 'long_term_incentive', 'total_stock_value', 'total_payments']], ['0.838923076923', '0.462992125984', '0.294', ['poi', 'deferral_payments', 'long_term_incentive', 'total_stock_value', 'exercised_stock_options']], ['0.764545454545', '0.198979591837', '0.0975', ['poi', 'deferral_payments', 'long_term_incentive', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.814769230769', '0.287056367432', '0.1375', ['poi', 'deferral_payments', 'long_term_incentive', 'from_poi_to_this_person', 'restricted_stock']], ['0.802166666667', '0.336252189142', '0.192', ['poi', 'deferral_payments', 'long_term_incentive', 'from_poi_to_this_person', 'salary']], ['0.82', '0.21186440678', '0.0625', ['poi', 'deferral_payments', 'long_term_incentive', 'from_poi_to_this_person', 'total_payments']], ['0.838076923077', '0.455919395466', '0.2715', ['poi', 'deferral_payments', 'long_term_incentive', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.806230769231', '0.241791044776', '0.1215', ['poi', 'deferral_payments', 'long_term_incentive', 'from_this_person_to_poi', 'restricted_stock']], ['0.793916666667', '0.266535044423', '0.135', ['poi', 'deferral_payments', 'long_term_incentive', 'from_this_person_to_poi', 'salary']], ['0.825076923077', '0.257092198582', '0.0725', ['poi', 'deferral_payments', 'long_term_incentive', 'from_this_person_to_poi', 'total_payments']], ['0.840153846154', '0.465302491103', '0.2615', ['poi', 'deferral_payments', 'long_term_incentive', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.823692307692', '0.37260034904', '0.2135', ['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock', 'salary']], ['0.821214285714', '0.186799501868', '0.075', ['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock', 'total_payments']], ['0.846230769231', '0.500408163265', '0.3065', ['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock', 'exercised_stock_options']], ['0.817538461538', '0.227272727273', '0.0775', ['poi', 'deferral_payments', 'long_term_incentive', 'salary', 'total_payments']], ['0.830692307692', '0.413436692506', '0.24', ['poi', 'deferral_payments', 'long_term_incentive', 'salary', 'exercised_stock_options']], ['0.8425', '0.390841320554', '0.1835', ['poi', 'deferral_payments', 'long_term_incentive', 'total_payments', 'exercised_stock_options']], ['0.353909090909', '0.202354586782', '0.868', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages']], ['0.295461538462', '0.16581084866', '0.888', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other']], ['0.408833333333', '0.212333408629', '0.94', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees']], ['0.331727272727', '0.206343979805', '0.94', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees']], ['0.324083333333', '0.189639410868', '0.9335', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus']], ['0.287714285714', '0.160765957447', '0.9445', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value']], ['0.338363636364', '0.208010621819', '0.94', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person']], ['0.332181818182', '0.196870038557', '0.868', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_this_person_to_poi']], ['0.304461538462', '0.173618835743', '0.9365', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'restricted_stock']], ['0.302461538462', '0.173623937939', '0.94', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'salary']], ['0.261357142857', '0.148385464969', '0.88', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_payments']], ['0.293923076923', '0.170718282726', '0.9305', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'exercised_stock_options']], ['0.312769230769', '0.16122728161', '0.825', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages', 'other']], ['0.421416666667', '0.206577229016', '0.87', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages', 'director_fees']], ['0.347727272727', '0.200763270498', '0.868', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees']], ['0.336', '0.184833122095', '0.875', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages', 'bonus']], ['0.305928571429', '0.157478917', '0.887', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages', 'total_stock_value']], ['0.354818181818', '0.202590734041', '0.868', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person']], ['0.354181818182', '0.202425373134', '0.868', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages', 'from_this_person_to_poi']], ['0.321923076923', '0.170613823103', '0.8825', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages', 'restricted_stock']], ['0.319846153846', '0.169468599034', '0.877', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages', 'salary']], ['0.277357142857', '0.144209695801', '0.8225', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages', 'total_payments']], ['0.313615384615', '0.16732340221', '0.8705', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_messages', 'exercised_stock_options']], ['0.385538461538', '0.185504201681', '0.883', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'other', 'director_fees']], ['0.319636363636', '0.19506227758', '0.877', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'other', 'resto_dirfees']], ['0.333583333333', '0.185527005768', '0.8845', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'other', 'bonus']], ['0.283071428571', '0.154738379586', '0.9005', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'other', 'total_stock_value']], ['0.298923076923', '0.165883900056', '0.883', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person']], ['0.307', '0.171383975026', '0.8235', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'other', 'from_this_person_to_poi']], ['0.300615384615', '0.16502928396', '0.8735', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'other', 'restricted_stock']], ['0.325916666667', '0.18263317002', '0.876', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'other', 'salary']], ['0.292', '0.164493293592', '0.883', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'other', 'total_payments']], ['0.292076923077', '0.164446100811', '0.8825', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'other', 'exercised_stock_options']], ['0.601166666667', '0.267600934268', '0.802', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees']], ['0.414583333333', '0.213413938634', '0.9355', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'director_fees', 'bonus']], ['0.353', '0.174446494465', '0.9455', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'director_fees', 'total_stock_value']], ['0.414916666667', '0.213837911775', '0.938', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person']], ['0.431727272727', '0.225352112676', '0.872', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'director_fees', 'from_this_person_to_poi']], ['0.362', '0.176014208263', '0.9415', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'director_fees', 'restricted_stock']], ['0.380076923077', '0.191465526021', '0.94', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'director_fees', 'salary']], ['0.369384615385', '0.182999181669', '0.8945', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'director_fees', 'total_payments']], ['0.337833333333', '0.105878347708', '0.933', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'director_fees', 'exercised_stock_options']], ['0.350636363636', '0.211359299585', '0.9415', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'resto_dirfees', 'bonus']], ['0.281538461538', '0.169190553452', '0.9385', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value']], ['0.341818181818', '0.207262569832', '0.9275', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person']], ['0.3548', '0.21865520728', '0.865', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'resto_dirfees', 'from_this_person_to_poi']], ['0.303153846154', '0.174310233459', '0.9445', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'resto_dirfees', 'restricted_stock']], ['0.3165', '0.19020979021', '0.952', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'resto_dirfees', 'salary']], ['0.279307692308', '0.163485249795', '0.895', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'resto_dirfees', 'total_payments']], ['0.252545454545', '0.101170753258', '0.916', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'resto_dirfees', 'exercised_stock_options']], ['0.292714285714', '0.162365407623', '0.95', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'bonus', 'total_stock_value']], ['0.325666666667', '0.19057293783', '0.938', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person']], ['0.324416666667', '0.184196917985', '0.8905', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'bonus', 'from_this_person_to_poi']], ['0.309', '0.174876617935', '0.939', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'bonus', 'restricted_stock']], ['0.3385', '0.194861253854', '0.948', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'bonus', 'salary']], ['0.291846153846', '0.165397473997', '0.8905', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'bonus', 'total_payments']], ['0.306692307692', '0.174086811042', '0.9365', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'bonus', 'exercised_stock_options']], ['0.284571428571', '0.160281403628', '0.9455', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person']], ['0.289', '0.16164709886', '0.95', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'total_stock_value', 'from_this_person_to_poi']], ['0.296384615385', '0.171704180064', '0.9345', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'total_stock_value', 'restricted_stock']], ['0.287', '0.161262943473', '0.95', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'total_stock_value', 'salary']], ['0.263866666667', '0.142212725546', '0.8985', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'total_stock_value', 'total_payments']], ['0.295307692308', '0.171483622351', '0.9345', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'total_stock_value', 'exercised_stock_options']], ['0.341', '0.197951432846', '0.86', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.307615384615', '0.173734737627', '0.932', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_poi_to_this_person', 'restricted_stock']], ['0.315846153846', '0.176823551472', '0.943', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_poi_to_this_person', 'salary']], ['0.276071428571', '0.152558298454', '0.893', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_poi_to_this_person', 'total_payments']], ['0.306384615385', '0.174687065369', '0.942', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.297076923077', '0.1640625', '0.8715', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_this_person_to_poi', 'restricted_stock']], ['0.312916666667', '0.180170029704', '0.8795', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_this_person_to_poi', 'salary']], ['0.275', '0.151411462789', '0.885', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_this_person_to_poi', 'total_payments']], ['0.308076923077', '0.175044132677', '0.942', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.304076923077', '0.173538404521', '0.9365', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'restricted_stock', 'salary']], ['0.265571428571', '0.14877014419', '0.877', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'restricted_stock', 'total_payments']], ['0.296384615385', '0.171704180064', '0.9345', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'restricted_stock', 'exercised_stock_options']], ['0.290769230769', '0.164996288048', '0.889', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'salary', 'total_payments']], ['0.298307692308', '0.172642029785', '0.939', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'salary', 'exercised_stock_options']], ['0.270714285714', '0.150578821927', '0.8845', ['poi', 'deferral_payments', 'restricted_stock_deferred', 'total_payments', 'exercised_stock_options']], ['0.719333333333', '0.113995485327', '0.101', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages', 'other']], ['0.35325', '0.185843603446', '0.852', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages', 'director_fees']], ['0.252545454545', '0.179872401729', '0.874', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees']], ['0.73325', '0.195949367089', '0.1935', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages', 'bonus']], ['0.839428571429', '0.40988372093', '0.282', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value']], ['0.677545454545', '0.209973753281', '0.28', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person']], ['0.672181818182', '0.104043392505', '0.1055', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages', 'from_this_person_to_poi']], ['0.749846153846', '0.166666666667', '0.1565', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages', 'restricted_stock']], ['0.691666666667', '0.163765822785', '0.207', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages', 'salary']], ['0.8105', '0.133557800224', '0.0595', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages', 'total_payments']], ['0.836461538462', '0.458333333333', '0.3465', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages', 'exercised_stock_options']], ['0.284928571429', '0.152571775523', '0.8795', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'other', 'director_fees']], ['0.203076923077', '0.148029639609', '0.879', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'other', 'resto_dirfees']], ['0.7845', '0.173719376392', '0.078', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'other', 'bonus']], ['0.831571428571', '0.333951762523', '0.18', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'other', 'total_stock_value']], ['0.755833333333', '0.0528846153846', '0.0275', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person']], ['0.76475', '0.00241837968561', '0.001', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi']], ['0.790307692308', '0.12108559499', '0.058', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'other', 'restricted_stock']], ['0.776230769231', '0.110539845758', '0.0645', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'other', 'salary']], ['0.817785714286', '0.0675039246468', '0.0215', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'other', 'total_payments']], ['0.833857142857', '0.346226415094', '0.1835', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'other', 'exercised_stock_options']], ['0.30525', '0.184694994527', '0.928', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees']], ['0.294538461538', '0.171205868867', '0.9335', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees', 'bonus']], ['0.280066666667', '0.150805619494', '0.95', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value']], ['0.33175', '0.190730654609', '0.928', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person']], ['0.324916666667', '0.179198653907', '0.852', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi']], ['0.293', '0.160037878788', '0.9295', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees', 'restricted_stock']], ['0.284785714286', '0.158759901201', '0.932', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees', 'salary']], ['0.320571428571', '0.158855585831', '0.8745', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees', 'total_payments']], ['0.296714285714', '0.16146013117', '0.9355', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'director_fees', 'exercised_stock_options']], ['0.230416666667', '0.170447298898', '0.9355', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus']], ['0.209142857143', '0.146783990033', '0.9425', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value']], ['0.232636363636', '0.183488943489', '0.9335', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person']], ['0.228545454545', '0.175115207373', '0.874', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi']], ['0.216461538462', '0.15691533948', '0.936', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'resto_dirfees', 'restricted_stock']], ['0.213076923077', '0.15610897543', '0.934', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'resto_dirfees', 'salary']], ['0.231571428571', '0.136838613369', '0.825', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'resto_dirfees', 'total_payments']], ['0.219230769231', '0.156697556866', '0.93', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'resto_dirfees', 'exercised_stock_options']], ['0.835857142857', '0.380608974359', '0.2375', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'bonus', 'total_stock_value']], ['0.78725', '0.29563932003', '0.2', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person']], ['0.786833333333', '0.242619926199', '0.1315', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi']], ['0.802615384615', '0.258532423208', '0.1515', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'bonus', 'restricted_stock']], ['0.794666666667', '0.302385008518', '0.1775', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'bonus', 'salary']], ['0.816642857143', '0.166077738516', '0.0705', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'bonus', 'total_payments']], ['0.827769230769', '0.403861625101', '0.251', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'bonus', 'exercised_stock_options']], ['0.839357142857', '0.40415704388', '0.2625', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person']], ['0.838928571429', '0.398729150119', '0.251', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi']], ['0.850857142857', '0.46357615894', '0.28', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'total_stock_value', 'restricted_stock']], ['0.823857142857', '0.33115942029', '0.2285', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'total_stock_value', 'salary']], ['0.8464', '0.3515625', '0.18', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'total_stock_value', 'total_payments']], ['0.843285714286', '0.4224', '0.264', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'total_stock_value', 'exercised_stock_options']], ['0.736727272727', '0.081308411215', '0.0435', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.781923076923', '0.161943319838', '0.1', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'restricted_stock']], ['0.766083333333', '0.20133234641', '0.136', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'salary']], ['0.821857142857', '0.15406162465', '0.055', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'total_payments']], ['0.834846153846', '0.441805225653', '0.279', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.786769230769', '0.135160680529', '0.0715', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'restricted_stock']], ['0.7775', '0.203539823009', '0.115', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'salary']], ['0.824357142857', '0.162002945508', '0.055', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'total_payments']], ['0.835615384615', '0.445068163593', '0.2775', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.790769230769', '0.189119170984', '0.1095', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'restricted_stock', 'salary']], ['0.813142857143', '0.154708520179', '0.069', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'restricted_stock', 'total_payments']], ['0.8375', '0.401433691756', '0.28', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'restricted_stock', 'exercised_stock_options']], ['0.820857142857', '0.151098901099', '0.055', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'salary', 'total_payments']], ['0.833642857143', '0.370980392157', '0.2365', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'salary', 'exercised_stock_options']], ['0.850333333333', '0.373056994819', '0.18', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'total_payments', 'exercised_stock_options']], ['0.304857142857', '0.149119622436', '0.8215', ['poi', 'deferral_payments', 'from_messages', 'other', 'director_fees']], ['0.225307692308', '0.145105971331', '0.825', ['poi', 'deferral_payments', 'from_messages', 'other', 'resto_dirfees']], ['0.780833333333', '0.201704545455', '0.1065', ['poi', 'deferral_payments', 'from_messages', 'other', 'bonus']], ['0.837642857143', '0.382631126397', '0.2225', ['poi', 'deferral_payments', 'from_messages', 'other', 'total_stock_value']], ['0.6725', '0.0958961474037', '0.1145', ['poi', 'deferral_payments', 'from_messages', 'other', 'from_poi_to_this_person']], ['0.715916666667', '0.0858318636096', '0.073', ['poi', 'deferral_payments', 'from_messages', 'other', 'from_this_person_to_poi']], ['0.775307692308', '0.157110945644', '0.1055', ['poi', 'deferral_payments', 'from_messages', 'other', 'restricted_stock']], ['0.768615384615', '0.157142857143', '0.1155', ['poi', 'deferral_payments', 'from_messages', 'other', 'salary']], ['0.804571428571', '0.0938189845475', '0.0425', ['poi', 'deferral_payments', 'from_messages', 'other', 'total_payments']], ['0.834642857143', '0.367535744323', '0.2185', ['poi', 'deferral_payments', 'from_messages', 'other', 'exercised_stock_options']], ['0.322916666667', '0.178747508654', '0.852', ['poi', 'deferral_payments', 'from_messages', 'director_fees', 'resto_dirfees']], ['0.318', '0.168757236588', '0.8745', ['poi', 'deferral_payments', 'from_messages', 'director_fees', 'bonus']], ['0.311933333333', '0.149583087678', '0.888', ['poi', 'deferral_payments', 'from_messages', 'director_fees', 'total_stock_value']], ['0.352833333333', '0.185742315239', '0.852', ['poi', 'deferral_payments', 'from_messages', 'director_fees', 'from_poi_to_this_person']], ['0.3465', '0.184216216216', '0.852', ['poi', 'deferral_payments', 'from_messages', 'director_fees', 'from_this_person_to_poi']], ['0.307785714286', '0.156006798461', '0.872', ['poi', 'deferral_payments', 'from_messages', 'director_fees', 'restricted_stock']], ['0.308642857143', '0.156911804128', '0.878', ['poi', 'deferral_payments', 'from_messages', 'director_fees', 'salary']], ['0.319357142857', '0.154220630109', '0.8395', ['poi', 'deferral_payments', 'from_messages', 'director_fees', 'total_payments']], ['0.320857142857', '0.159222948439', '0.877', ['poi', 'deferral_payments', 'from_messages', 'director_fees', 'exercised_stock_options']], ['0.2465', '0.164921964218', '0.8665', ['poi', 'deferral_payments', 'from_messages', 'resto_dirfees', 'bonus']], ['0.226928571429', '0.143399886832', '0.887', ['poi', 'deferral_payments', 'from_messages', 'resto_dirfees', 'total_stock_value']], ['0.253909090909', '0.180150468927', '0.874', ['poi', 'deferral_payments', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person']], ['0.255454545455', '0.180466652901', '0.874', ['poi', 'deferral_payments', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi']], ['0.236461538462', '0.154007333683', '0.882', ['poi', 'deferral_payments', 'from_messages', 'resto_dirfees', 'restricted_stock']], ['0.232307692308', '0.153043478261', '0.88', ['poi', 'deferral_payments', 'from_messages', 'resto_dirfees', 'salary']], ['0.221214285714', '0.135511340375', '0.8275', ['poi', 'deferral_payments', 'from_messages', 'resto_dirfees', 'total_payments']], ['0.235538461538', '0.151291512915', '0.861', ['poi', 'deferral_payments', 'from_messages', 'resto_dirfees', 'exercised_stock_options']], ['0.8455', '0.432811211871', '0.2625', ['poi', 'deferral_payments', 'from_messages', 'bonus', 'total_stock_value']], ['0.720166666667', '0.190237226277', '0.2085', ['poi', 'deferral_payments', 'from_messages', 'bonus', 'from_poi_to_this_person']], ['0.721166666667', '0.186685288641', '0.2005', ['poi', 'deferral_payments', 'from_messages', 'bonus', 'from_this_person_to_poi']], ['0.796769230769', '0.233388704319', '0.1405', ['poi', 'deferral_payments', 'from_messages', 'bonus', 'restricted_stock']], ['0.744583333333', '0.195888063963', '0.1715', ['poi', 'deferral_payments', 'from_messages', 'bonus', 'salary']], ['0.821857142857', '0.155027932961', '0.0555', ['poi', 'deferral_payments', 'from_messages', 'bonus', 'total_payments']], ['0.835692307692', '0.448170731707', '0.294', ['poi', 'deferral_payments', 'from_messages', 'bonus', 'exercised_stock_options']], ['0.852214285714', '0.470078057242', '0.271', ['poi', 'deferral_payments', 'from_messages', 'total_stock_value', 'from_poi_to_this_person']], ['0.856714285714', '0.497180451128', '0.2645', ['poi', 'deferral_payments', 'from_messages', 'total_stock_value', 'from_this_person_to_poi']], ['0.860285714286', '0.520446096654', '0.28', ['poi', 'deferral_payments', 'from_messages', 'total_stock_value', 'restricted_stock']], ['0.846142857143', '0.4375', '0.2695', ['poi', 'deferral_payments', 'from_messages', 'total_stock_value', 'salary']], ['0.851533333333', '0.382139148494', '0.184', ['poi', 'deferral_payments', 'from_messages', 'total_stock_value', 'total_payments']], ['0.846785714286', '0.439834024896', '0.265', ['poi', 'deferral_payments', 'from_messages', 'total_stock_value', 'exercised_stock_options']], ['0.671909090909', '0.108896451142', '0.112', ['poi', 'deferral_payments', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.727846153846', '0.147571035747', '0.161', ['poi', 'deferral_payments', 'from_messages', 'from_poi_to_this_person', 'restricted_stock']], ['0.700833333333', '0.175774877651', '0.2155', ['poi', 'deferral_payments', 'from_messages', 'from_poi_to_this_person', 'salary']], ['0.823357142857', '0.15873015873', '0.055', ['poi', 'deferral_payments', 'from_messages', 'from_poi_to_this_person', 'total_payments']], ['0.848153846154', '0.509789156627', '0.3385', ['poi', 'deferral_payments', 'from_messages', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.727538461538', '0.138367729831', '0.1475', ['poi', 'deferral_payments', 'from_messages', 'from_this_person_to_poi', 'restricted_stock']], ['0.709416666667', '0.16793211255', '0.188', ['poi', 'deferral_payments', 'from_messages', 'from_this_person_to_poi', 'salary']], ['0.824785714286', '0.162444113264', '0.0545', ['poi', 'deferral_payments', 'from_messages', 'from_this_person_to_poi', 'total_payments']], ['0.851230769231', '0.52566096423', '0.338', ['poi', 'deferral_payments', 'from_messages', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.783923076923', '0.221993127148', '0.1615', ['poi', 'deferral_payments', 'from_messages', 'restricted_stock', 'salary']], ['0.826285714286', '0.196629213483', '0.07', ['poi', 'deferral_payments', 'from_messages', 'restricted_stock', 'total_payments']], ['0.8455', '0.437162683115', '0.2835', ['poi', 'deferral_payments', 'from_messages', 'restricted_stock', 'exercised_stock_options']], ['0.819928571429', '0.157687253614', '0.06', ['poi', 'deferral_payments', 'from_messages', 'salary', 'total_payments']], ['0.846142857143', '0.440586419753', '0.2855', ['poi', 'deferral_payments', 'from_messages', 'salary', 'exercised_stock_options']], ['0.851933333333', '0.385492227979', '0.186', ['poi', 'deferral_payments', 'from_messages', 'total_payments', 'exercised_stock_options']], ['0.2965', '0.176411492867', '0.878', ['poi', 'deferral_payments', 'other', 'director_fees', 'resto_dirfees']], ['0.321916666667', '0.182842377261', '0.8845', ['poi', 'deferral_payments', 'other', 'director_fees', 'bonus']], ['0.293466666667', '0.143945668378', '0.869', ['poi', 'deferral_payments', 'other', 'director_fees', 'total_stock_value']], ['0.291307692308', '0.164979098932', '0.888', ['poi', 'deferral_payments', 'other', 'director_fees', 'from_poi_to_this_person']], ['0.297615384615', '0.158313368471', '0.826', ['poi', 'deferral_payments', 'other', 'director_fees', 'from_this_person_to_poi']], ['0.295642857143', '0.155007460721', '0.883', ['poi', 'deferral_payments', 'other', 'director_fees', 'restricted_stock']], ['0.309076923077', '0.166634835752', '0.8725', ['poi', 'deferral_payments', 'other', 'director_fees', 'salary']], ['0.390538461538', '0.179317812669', '0.828', ['poi', 'deferral_payments', 'other', 'director_fees', 'total_payments']], ['0.297785714286', '0.155719686978', '0.8855', ['poi', 'deferral_payments', 'other', 'director_fees', 'exercised_stock_options']], ['0.238636363636', '0.18019464232', '0.898', ['poi', 'deferral_payments', 'other', 'resto_dirfees', 'bonus']], ['0.217285714286', '0.139139542378', '0.8635', ['poi', 'deferral_payments', 'other', 'resto_dirfees', 'total_stock_value']], ['0.22175', '0.161641309359', '0.8765', ['poi', 'deferral_payments', 'other', 'resto_dirfees', 'from_poi_to_this_person']], ['0.2155', '0.154648779579', '0.83', ['poi', 'deferral_payments', 'other', 'resto_dirfees', 'from_this_person_to_poi']], ['0.204846153846', '0.147662919449', '0.8735', ['poi', 'deferral_payments', 'other', 'resto_dirfees', 'restricted_stock']], ['0.235909090909', '0.177719633692', '0.883', ['poi', 'deferral_payments', 'other', 'resto_dirfees', 'salary']], ['0.244846153846', '0.145230098938', '0.8', ['poi', 'deferral_payments', 'other', 'resto_dirfees', 'total_payments']], ['0.214', '0.149103330487', '0.873', ['poi', 'deferral_payments', 'other', 'resto_dirfees', 'exercised_stock_options']], ['0.838714285714', '0.375482625483', '0.1945', ['poi', 'deferral_payments', 'other', 'bonus', 'total_stock_value']], ['0.790333333333', '0.186893203883', '0.077', ['poi', 'deferral_payments', 'other', 'bonus', 'from_poi_to_this_person']], ['0.77975', '0.11497005988', '0.048', ['poi', 'deferral_payments', 'other', 'bonus', 'from_this_person_to_poi']], ['0.802923076923', '0.158150851582', '0.065', ['poi', 'deferral_payments', 'other', 'bonus', 'restricted_stock']], ['0.776363636364', '0.1875', '0.069', ['poi', 'deferral_payments', 'other', 'bonus', 'salary']], ['0.812', '0.191666666667', '0.069', ['poi', 'deferral_payments', 'other', 'bonus', 'total_payments']], ['0.831615384615', '0.398058252427', '0.1845', ['poi', 'deferral_payments', 'other', 'bonus', 'exercised_stock_options']], ['0.845285714286', '0.409978308026', '0.189', ['poi', 'deferral_payments', 'other', 'total_stock_value', 'from_poi_to_this_person']], ['0.842285714286', '0.390526315789', '0.1855', ['poi', 'deferral_payments', 'other', 'total_stock_value', 'from_this_person_to_poi']], ['0.850285714286', '0.451807228916', '0.225', ['poi', 'deferral_payments', 'other', 'total_stock_value', 'restricted_stock']], ['0.8385', '0.370149253731', '0.186', ['poi', 'deferral_payments', 'other', 'total_stock_value', 'salary']], ['0.8378', '0.305130513051', '0.1695', ['poi', 'deferral_payments', 'other', 'total_stock_value', 'total_payments']], ['0.837538461538', '0.444990176817', '0.2265', ['poi', 'deferral_payments', 'other', 'total_stock_value', 'exercised_stock_options']], ['0.770083333333', '0.012836970475', '0.005', ['poi', 'deferral_payments', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.800692307692', '0.121638924456', '0.0475', ['poi', 'deferral_payments', 'other', 'from_poi_to_this_person', 'restricted_stock']], ['0.79125', '0.166446499339', '0.063', ['poi', 'deferral_payments', 'other', 'from_poi_to_this_person', 'salary']], ['0.812923076923', '0.0384615384615', '0.009', ['poi', 'deferral_payments', 'other', 'from_poi_to_this_person', 'total_payments']], ['0.829923076923', '0.388595564942', '0.184', ['poi', 'deferral_payments', 'other', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.790230769231', '0.117770767613', '0.056', ['poi', 'deferral_payments', 'other', 'from_this_person_to_poi', 'restricted_stock']], ['0.78425', '0.140415140415', '0.0575', ['poi', 'deferral_payments', 'other', 'from_this_person_to_poi', 'salary']], ['0.816076923077', '0.0334128878282', '0.007', ['poi', 'deferral_payments', 'other', 'from_this_person_to_poi', 'total_payments']], ['0.833692307692', '0.41', '0.1845', ['poi', 'deferral_payments', 'other', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.807230769231', '0.164456233422', '0.062', ['poi', 'deferral_payments', 'other', 'restricted_stock', 'salary']], ['0.817357142857', '0.15911872705', '0.065', ['poi', 'deferral_payments', 'other', 'restricted_stock', 'total_payments']], ['0.844714285714', '0.419444444444', '0.2265', ['poi', 'deferral_payments', 'other', 'restricted_stock', 'exercised_stock_options']], ['0.812769230769', '0.181818181818', '0.062', ['poi', 'deferral_payments', 'other', 'salary', 'total_payments']], ['0.832615384615', '0.401123595506', '0.1785', ['poi', 'deferral_payments', 'other', 'salary', 'exercised_stock_options']], ['0.838142857143', '0.360878661088', '0.1725', ['poi', 'deferral_payments', 'other', 'total_payments', 'exercised_stock_options']], ['0.321416666667', '0.190091817173', '0.942', ['poi', 'deferral_payments', 'director_fees', 'resto_dirfees', 'bonus']], ['0.266357142857', '0.15654845943', '0.9425', ['poi', 'deferral_payments', 'director_fees', 'resto_dirfees', 'total_stock_value']], ['0.329727272727', '0.20448795512', '0.9295', ['poi', 'deferral_payments', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person']], ['0.332727272727', '0.197827071073', '0.874', ['poi', 'deferral_payments', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi']], ['0.270785714286', '0.157244258873', '0.9415', ['poi', 'deferral_payments', 'director_fees', 'resto_dirfees', 'restricted_stock']], ['0.292692307692', '0.172149822291', '0.9445', ['poi', 'deferral_payments', 'director_fees', 'resto_dirfees', 'salary']], ['0.288923076923', '0.165311402698', '0.8945', ['poi', 'deferral_payments', 'director_fees', 'resto_dirfees', 'total_payments']], ['0.233083333333', '0.0911175356395', '0.914', ['poi', 'deferral_payments', 'director_fees', 'resto_dirfees', 'exercised_stock_options']], ['0.288', '0.151741293532', '0.9455', ['poi', 'deferral_payments', 'director_fees', 'bonus', 'total_stock_value']], ['0.303230769231', '0.173724112426', '0.9395', ['poi', 'deferral_payments', 'director_fees', 'bonus', 'from_poi_to_this_person']], ['0.304461538462', '0.166635106987', '0.88', ['poi', 'deferral_payments', 'director_fees', 'bonus', 'from_this_person_to_poi']], ['0.294714285714', '0.161711634301', '0.941', ['poi', 'deferral_payments', 'director_fees', 'bonus', 'restricted_stock']], ['0.314', '0.176062933134', '0.94', ['poi', 'deferral_payments', 'director_fees', 'bonus', 'salary']], ['0.371769230769', '0.178701677608', '0.8575', ['poi', 'deferral_payments', 'director_fees', 'bonus', 'total_payments']], ['0.300357142857', '0.162875183808', '0.9415', ['poi', 'deferral_payments', 'director_fees', 'bonus', 'exercised_stock_options']], ['0.28', '0.150793650794', '0.95', ['poi', 'deferral_payments', 'director_fees', 'total_stock_value', 'from_poi_to_this_person']], ['0.29', '0.152107464607', '0.9455', ['poi', 'deferral_payments', 'director_fees', 'total_stock_value', 'from_this_person_to_poi']], ['0.299428571429', '0.16269224123', '0.9415', ['poi', 'deferral_payments', 'director_fees', 'total_stock_value', 'restricted_stock']], ['0.285533333333', '0.151292103368', '0.9455', ['poi', 'deferral_payments', 'director_fees', 'total_stock_value', 'salary']], ['0.686266666667', '0.187239944521', '0.405', ['poi', 'deferral_payments', 'director_fees', 'total_stock_value', 'total_payments']], ['0.327857142857', '0.166276346604', '0.923', ['poi', 'deferral_payments', 'director_fees', 'total_stock_value', 'exercised_stock_options']], ['0.331', '0.18333683547', '0.8725', ['poi', 'deferral_payments', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.287928571429', '0.159065628476', '0.9295', ['poi', 'deferral_payments', 'director_fees', 'from_poi_to_this_person', 'restricted_stock']], ['0.300461538462', '0.171999260218', '0.93', ['poi', 'deferral_payments', 'director_fees', 'from_poi_to_this_person', 'salary']], ['0.297428571429', '0.156797477225', '0.895', ['poi', 'deferral_payments', 'director_fees', 'from_poi_to_this_person', 'total_payments']], ['0.299428571429', '0.161111111111', '0.928', ['poi', 'deferral_payments', 'director_fees', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.292642857143', '0.154920967601', '0.887', ['poi', 'deferral_payments', 'director_fees', 'from_this_person_to_poi', 'restricted_stock']], ['0.298846153846', '0.165365440692', '0.879', ['poi', 'deferral_payments', 'director_fees', 'from_this_person_to_poi', 'salary']], ['0.301357142857', '0.157616826542', '0.8955', ['poi', 'deferral_payments', 'director_fees', 'from_this_person_to_poi', 'total_payments']], ['0.300071428571', '0.161060408518', '0.9265', ['poi', 'deferral_payments', 'director_fees', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.294357142857', '0.161234843925', '0.9375', ['poi', 'deferral_payments', 'director_fees', 'restricted_stock', 'salary']], ['0.395785714286', '0.16030293468', '0.762', ['poi', 'deferral_payments', 'director_fees', 'restricted_stock', 'total_payments']], ['0.298642857143', '0.16253776435', '0.9415', ['poi', 'deferral_payments', 'director_fees', 'restricted_stock', 'exercised_stock_options']], ['0.338076923077', '0.173698251161', '0.879', ['poi', 'deferral_payments', 'director_fees', 'salary', 'total_payments']], ['0.295857142857', '0.161992429456', '0.9415', ['poi', 'deferral_payments', 'director_fees', 'salary', 'exercised_stock_options']], ['0.678071428571', '0.195678562758', '0.403', ['poi', 'deferral_payments', 'director_fees', 'total_payments', 'exercised_stock_options']], ['0.212928571429', '0.146563210283', '0.935', ['poi', 'deferral_payments', 'resto_dirfees', 'bonus', 'total_stock_value']], ['0.229083333333', '0.170977402668', '0.942', ['poi', 'deferral_payments', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']], ['0.22325', '0.162906344967', '0.8845', ['poi', 'deferral_payments', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']], ['0.214', '0.156839819609', '0.939', ['poi', 'deferral_payments', 'resto_dirfees', 'bonus', 'restricted_stock']], ['0.242363636364', '0.186249256984', '0.94', ['poi', 'deferral_payments', 'resto_dirfees', 'bonus', 'salary']], ['0.238769230769', '0.14623655914', '0.816', ['poi', 'deferral_payments', 'resto_dirfees', 'bonus', 'total_payments']], ['0.220769230769', '0.158001009591', '0.939', ['poi', 'deferral_payments', 'resto_dirfees', 'bonus', 'exercised_stock_options']], ['0.200642857143', '0.145764279658', '0.9455', ['poi', 'deferral_payments', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']], ['0.202', '0.146414803392', '0.9495', ['poi', 'deferral_payments', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']], ['0.220153846154', '0.15627639804', '0.925', ['poi', 'deferral_payments', 'resto_dirfees', 'total_stock_value', 'restricted_stock']], ['0.206071428571', '0.146678037057', '0.946', ['poi', 'deferral_payments', 'resto_dirfees', 'total_stock_value', 'salary']], ['0.244066666667', '0.131306750888', '0.8315', ['poi', 'deferral_payments', 'resto_dirfees', 'total_stock_value', 'total_payments']], ['0.259153846154', '0.158139951617', '0.8825', ['poi', 'deferral_payments', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']], ['0.1655', '0.096295482027', '0.876', ['poi', 'deferral_payments', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.214846153846', '0.156121679377', '0.9315', ['poi', 'deferral_payments', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']], ['0.227833333333', '0.169787311398', '0.934', ['poi', 'deferral_payments', 'resto_dirfees', 'from_poi_to_this_person', 'salary']], ['0.232785714286', '0.137513477648', '0.829', ['poi', 'deferral_payments', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']], ['0.216538461538', '0.15761733456', '0.942', ['poi', 'deferral_payments', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.207461538462', '0.147730165465', '0.8705', ['poi', 'deferral_payments', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']], ['0.227333333333', '0.163270976107', '0.8815', ['poi', 'deferral_payments', 'resto_dirfees', 'from_this_person_to_poi', 'salary']], ['0.245384615385', '0.147435897436', '0.8165', ['poi', 'deferral_payments', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']], ['0.214538461538', '0.157332443035', '0.9425', ['poi', 'deferral_payments', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.214153846154', '0.156579167363', '0.9365', ['poi', 'deferral_payments', 'resto_dirfees', 'restricted_stock', 'salary']], ['0.2285', '0.135870914357', '0.821', ['poi', 'deferral_payments', 'resto_dirfees', 'restricted_stock', 'total_payments']], ['0.216538461538', '0.156121334342', '0.929', ['poi', 'deferral_payments', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']], ['0.240153846154', '0.147611379495', '0.825', ['poi', 'deferral_payments', 'resto_dirfees', 'salary', 'total_payments']], ['0.213461538462', '0.156174232924', '0.934', ['poi', 'deferral_payments', 'resto_dirfees', 'salary', 'exercised_stock_options']], ['0.249928571429', '0.140245450698', '0.8285', ['poi', 'deferral_payments', 'resto_dirfees', 'total_payments', 'exercised_stock_options']], ['0.846538461538', '0.502596053998', '0.242', ['poi', 'deferral_payments', 'bonus', 'total_stock_value', 'from_poi_to_this_person']], ['0.862428571429', '0.540838852097', '0.245', ['poi', 'deferral_payments', 'bonus', 'total_stock_value', 'from_this_person_to_poi']], ['0.864642857143', '0.551420176298', '0.2815', ['poi', 'deferral_payments', 'bonus', 'total_stock_value', 'restricted_stock']], ['0.839846153846', '0.461538461538', '0.246', ['poi', 'deferral_payments', 'bonus', 'total_stock_value', 'salary']], ['0.849533333333', '0.370854271357', '0.1845', ['poi', 'deferral_payments', 'bonus', 'total_stock_value', 'total_payments']], ['0.838923076923', '0.459621993127', '0.2675', ['poi', 'deferral_payments', 'bonus', 'total_stock_value', 'exercised_stock_options']], ['0.797083333333', '0.263329706202', '0.121', ['poi', 'deferral_payments', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.813230769231', '0.268898488121', '0.1245', ['poi', 'deferral_payments', 'bonus', 'from_poi_to_this_person', 'restricted_stock']], ['0.80575', '0.329205366357', '0.1595', ['poi', 'deferral_payments', 'bonus', 'from_poi_to_this_person', 'salary']], ['0.822769230769', '0.236111111111', '0.068', ['poi', 'deferral_payments', 'bonus', 'from_poi_to_this_person', 'total_payments']], ['0.840538461538', '0.465855940131', '0.249', ['poi', 'deferral_payments', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.802923076923', '0.215010141988', '0.106', ['poi', 'deferral_payments', 'bonus', 'from_this_person_to_poi', 'restricted_stock']], ['0.791', '0.225108225108', '0.104', ['poi', 'deferral_payments', 'bonus', 'from_this_person_to_poi', 'salary']], ['0.827076923077', '0.263358778626', '0.069', ['poi', 'deferral_payments', 'bonus', 'from_this_person_to_poi', 'total_payments']], ['0.847230769231', '0.507099391481', '0.25', ['poi', 'deferral_payments', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.816307692308', '0.298755186722', '0.144', ['poi', 'deferral_payments', 'bonus', 'restricted_stock', 'salary']], ['0.825285714286', '0.206578947368', '0.0785', ['poi', 'deferral_payments', 'bonus', 'restricted_stock', 'total_payments']], ['0.858785714286', '0.510426110607', '0.2815', ['poi', 'deferral_payments', 'bonus', 'restricted_stock', 'exercised_stock_options']], ['0.815076923077', '0.217877094972', '0.078', ['poi', 'deferral_payments', 'bonus', 'salary', 'total_payments']], ['0.833230769231', '0.422794117647', '0.23', ['poi', 'deferral_payments', 'bonus', 'salary', 'exercised_stock_options']], ['0.847571428571', '0.423863636364', '0.1865', ['poi', 'deferral_payments', 'bonus', 'total_payments', 'exercised_stock_options']], ['0.875714285714', '0.6536643026', '0.2765', ['poi', 'deferral_payments', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.873857142857', '0.642682926829', '0.2635', ['poi', 'deferral_payments', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']], ['0.845076923077', '0.492943548387', '0.2445', ['poi', 'deferral_payments', 'total_stock_value', 'from_poi_to_this_person', 'salary']], ['0.8532', '0.392553191489', '0.1845', ['poi', 'deferral_payments', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']], ['0.856642857143', '0.496855345912', '0.2765', ['poi', 'deferral_payments', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.873714285714', '0.632723112128', '0.2765', ['poi', 'deferral_payments', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']], ['0.857785714286', '0.504596527068', '0.247', ['poi', 'deferral_payments', 'total_stock_value', 'from_this_person_to_poi', 'salary']], ['0.8538', '0.396124865447', '0.184', ['poi', 'deferral_payments', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']], ['0.847', '0.505203405866', '0.267', ['poi', 'deferral_payments', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.868285714286', '0.582627118644', '0.275', ['poi', 'deferral_payments', 'total_stock_value', 'restricted_stock', 'salary']], ['0.854933333333', '0.402222222222', '0.181', ['poi', 'deferral_payments', 'total_stock_value', 'restricted_stock', 'total_payments']], ['0.850076923077', '0.523202911738', '0.2875', ['poi', 'deferral_payments', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']], ['0.847733333333', '0.357715430862', '0.1785', ['poi', 'deferral_payments', 'total_stock_value', 'salary', 'total_payments']], ['0.843769230769', '0.485896269336', '0.267', ['poi', 'deferral_payments', 'total_stock_value', 'salary', 'exercised_stock_options']], ['0.848933333333', '0.388235294118', '0.231', ['poi', 'deferral_payments', 'total_stock_value', 'total_payments', 'exercised_stock_options']], ['0.808307692308', '0.195544554455', '0.079', ['poi', 'deferral_payments', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']], ['0.78375', '0.213666987488', '0.111', ['poi', 'deferral_payments', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']], ['0.830642857143', '0.10447761194', '0.0245', ['poi', 'deferral_payments', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']], ['0.857923076923', '0.570506912442', '0.3095', ['poi', 'deferral_payments', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.806615384615', '0.24248496994', '0.121', ['poi', 'deferral_payments', 'from_poi_to_this_person', 'restricted_stock', 'salary']], ['0.824928571429', '0.168869309838', '0.0575', ['poi', 'deferral_payments', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']], ['0.8595', '0.516160626836', '0.2635', ['poi', 'deferral_payments', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']], ['0.823538461538', '0.211764705882', '0.054', ['poi', 'deferral_payments', 'from_poi_to_this_person', 'salary', 'total_payments']], ['0.851384615385', '0.535051546392', '0.2595', ['poi', 'deferral_payments', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']], ['0.844714285714', '0.403973509934', '0.183', ['poi', 'deferral_payments', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']], ['0.806769230769', '0.232217573222', '0.111', ['poi', 'deferral_payments', 'from_this_person_to_poi', 'restricted_stock', 'salary']], ['0.826142857143', '0.188218390805', '0.0655', ['poi', 'deferral_payments', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']], ['0.863071428571', '0.540566959922', '0.2765', ['poi', 'deferral_payments', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']], ['0.826384615385', '0.244532803181', '0.0615', ['poi', 'deferral_payments', 'from_this_person_to_poi', 'salary', 'total_payments']], ['0.845461538462', '0.495278069255', '0.236', ['poi', 'deferral_payments', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']], ['0.847', '0.420224719101', '0.187', ['poi', 'deferral_payments', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']], ['0.824285714286', '0.185792349727', '0.068', ['poi', 'deferral_payments', 'restricted_stock', 'salary', 'total_payments']], ['0.860857142857', '0.524714828897', '0.276', ['poi', 'deferral_payments', 'restricted_stock', 'salary', 'exercised_stock_options']], ['0.852133333333', '0.385504201681', '0.1835', ['poi', 'deferral_payments', 'restricted_stock', 'total_payments', 'exercised_stock_options']], ['0.842142857143', '0.386363636364', '0.1785', ['poi', 'deferral_payments', 'salary', 'total_payments', 'exercised_stock_options']], ['0.30675', '0.193817230352', '1.0', ['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred']], ['0.83', '0.420454545455', '0.2775', ['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi']], ['0.839230769231', '0.46317512275', '0.283', ['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'from_messages']], ['0.834', '0.504329004329', '0.233', ['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'other']], ['0.301916666667', '0.192733930809', '1.0', ['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'director_fees']], ['0.200666666667', '0.172532781228', '1.0', ['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'resto_dirfees']], ['0.8505', '0.585406301824', '0.353', ['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'bonus']], ['0.863571428571', '0.530160857909', '0.3955', ['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'total_stock_value']], ['0.841307692308', '0.472344161545', '0.269', ['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person']], ['0.830384615385', '0.414654454621', '0.249', ['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'from_this_person_to_poi']], ['0.851928571429', '0.473759884975', '0.3295', ['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'restricted_stock']], ['0.847416666667', '0.571914893617', '0.336', ['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'salary']], ['0.833538461538', '0.411255411255', '0.19', ['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'total_payments']], ['0.866071428571', '0.543736878936', '0.3885', ['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'exercised_stock_options']], ['0.284615384615', '0.176991150442', '1.0', ['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi']], ['0.305', '0.17427539587', '0.941', ['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'from_messages']], ['0.29675', '0.184764515813', '0.9435', ['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'other']], ['0.421333333333', '0.223613595707', '1.0', ['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'director_fees']], ['0.32175', '0.19725811224', '1.0', ['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees']], ['0.312583333333', '0.195140989365', '1.0', ['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'bonus']], ['0.261785714286', '0.162140251317', '1.0', ['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'total_stock_value']], ['0.287384615385', '0.177556818182', '1.0', ['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'from_poi_to_this_person']], ['0.288769230769', '0.172896352474', '0.9575', ['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'from_this_person_to_poi']], ['0.276142857143', '0.164383561644', '0.996', ['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'restricted_stock']], ['0.302666666667', '0.191950464396', '0.992', ['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'salary']], ['0.277153846154', '0.169747298866', '0.9505', ['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'total_payments']], ['0.266142857143', '0.162946064853', '1.0', ['poi', 'expenses', 'deferred_income', 'restricted_stock_deferred', 'exercised_stock_options']], ['0.825538461538', '0.37795992714', '0.2075', ['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'from_messages']], ['0.833461538462', '0.405498281787', '0.177', ['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'other']], ['0.278615384615', '0.17577781684', '1.0', ['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'director_fees']], ['0.186846153846', '0.15909633283', '1.0', ['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees']], ['0.843076923077', '0.48427672956', '0.308', ['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'bonus']], ['0.849071428571', '0.462458471761', '0.348', ['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value']], ['0.804538461538', '0.265800865801', '0.1535', ['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'from_poi_to_this_person']], ['0.809692307692', '0.279329608939', '0.15', ['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'from_this_person_to_poi']], ['0.832357142857', '0.377730796335', '0.268', ['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'restricted_stock']], ['0.838615384615', '0.464646464646', '0.322', ['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'salary']], ['0.8455', '0.408117249154', '0.181', ['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'total_payments']], ['0.856571428571', '0.497101449275', '0.343', ['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'exercised_stock_options']], ['0.841692307692', '0.468201754386', '0.2135', ['poi', 'expenses', 'deferred_income', 'from_messages', 'other']], ['0.301692307692', '0.173764749263', '0.9425', ['poi', 'expenses', 'deferred_income', 'from_messages', 'director_fees']], ['0.210923076923', '0.156831781915', '0.9435', ['poi', 'expenses', 'deferred_income', 'from_messages', 'resto_dirfees']], ['0.851153846154', '0.526661197703', '0.321', ['poi', 'expenses', 'deferred_income', 'from_messages', 'bonus']], ['0.874214285714', '0.586281588448', '0.406', ['poi', 'expenses', 'deferred_income', 'from_messages', 'total_stock_value']], ['0.824538461538', '0.373080397471', '0.2065', ['poi', 'expenses', 'deferred_income', 'from_messages', 'from_poi_to_this_person']], ['0.795076923077', '0.294299876084', '0.2375', ['poi', 'expenses', 'deferred_income', 'from_messages', 'from_this_person_to_poi']], ['0.856285714286', '0.495319812793', '0.3175', ['poi', 'expenses', 'deferred_income', 'from_messages', 'restricted_stock']], ['0.853461538462', '0.539682539683', '0.323', ['poi', 'expenses', 'deferred_income', 'from_messages', 'salary']], ['0.8545', '0.47696139477', '0.1915', ['poi', 'expenses', 'deferred_income', 'from_messages', 'total_payments']], ['0.870071428571', '0.564321250888', '0.397', ['poi', 'expenses', 'deferred_income', 'from_messages', 'exercised_stock_options']], ['0.292666666667', '0.1825210413', '0.9325', ['poi', 'expenses', 'deferred_income', 'other', 'director_fees']], ['0.195666666667', '0.164503682918', '0.938', ['poi', 'expenses', 'deferred_income', 'other', 'resto_dirfees']], ['0.833083333333', '0.498364231189', '0.2285', ['poi', 'expenses', 'deferred_income', 'other', 'bonus']], ['0.867533333333', '0.505767524401', '0.285', ['poi', 'expenses', 'deferred_income', 'other', 'total_stock_value']], ['0.835076923077', '0.413875598086', '0.173', ['poi', 'expenses', 'deferred_income', 'other', 'from_poi_to_this_person']], ['0.823923076923', '0.350877192982', '0.17', ['poi', 'expenses', 'deferred_income', 'other', 'from_this_person_to_poi']], ['0.848714285714', '0.444022770398', '0.234', ['poi', 'expenses', 'deferred_income', 'other', 'restricted_stock']], ['0.838916666667', '0.540119760479', '0.2255', ['poi', 'expenses', 'deferred_income', 'other', 'salary']], ['0.827692307692', '0.356115107914', '0.1485', ['poi', 'expenses', 'deferred_income', 'other', 'total_payments']], ['0.860571428571', '0.521621621622', '0.2895', ['poi', 'expenses', 'deferred_income', 'other', 'exercised_stock_options']], ['0.331909090909', '0.213926623168', '1.0', ['poi', 'expenses', 'deferred_income', 'director_fees', 'resto_dirfees']], ['0.30575', '0.193592101442', '1.0', ['poi', 'expenses', 'deferred_income', 'director_fees', 'bonus']], ['0.428266666667', '0.187393040502', '0.9855', ['poi', 'expenses', 'deferred_income', 'director_fees', 'total_stock_value']], ['0.301083333333', '0.19254837778', '1.0', ['poi', 'expenses', 'deferred_income', 'director_fees', 'from_poi_to_this_person']], ['0.2975', '0.185297572435', '0.9465', ['poi', 'expenses', 'deferred_income', 'director_fees', 'from_this_person_to_poi']], ['0.2595', '0.160457755052', '0.9885', ['poi', 'expenses', 'deferred_income', 'director_fees', 'restricted_stock']], ['0.298', '0.190916089299', '0.992', ['poi', 'expenses', 'deferred_income', 'director_fees', 'salary']], ['0.584538461538', '0.200563479486', '0.5695', ['poi', 'expenses', 'deferred_income', 'director_fees', 'total_payments']], ['0.320642857143', '0.172951319342', '0.993', ['poi', 'expenses', 'deferred_income', 'director_fees', 'exercised_stock_options']], ['0.203416666667', '0.173025348214', '1.0', ['poi', 'expenses', 'deferred_income', 'resto_dirfees', 'bonus']], ['0.216285714286', '0.149202377229', '0.954', ['poi', 'expenses', 'deferred_income', 'resto_dirfees', 'total_stock_value']], ['0.199', '0.172235618326', '1.0', ['poi', 'expenses', 'deferred_income', 'resto_dirfees', 'from_poi_to_this_person']], ['0.197083333333', '0.166331614369', '0.9515', ['poi', 'expenses', 'deferred_income', 'resto_dirfees', 'from_this_person_to_poi']], ['0.174', '0.146928529238', '0.995', ['poi', 'expenses', 'deferred_income', 'resto_dirfees', 'restricted_stock']], ['0.20175', '0.171819520222', '0.992', ['poi', 'expenses', 'deferred_income', 'resto_dirfees', 'salary']], ['0.234230769231', '0.153014045189', '0.877', ['poi', 'expenses', 'deferred_income', 'resto_dirfees', 'total_payments']], ['0.216785714286', '0.149722591232', '0.958', ['poi', 'expenses', 'deferred_income', 'resto_dirfees', 'exercised_stock_options']], ['0.855857142857', '0.493723849372', '0.354', ['poi', 'expenses', 'deferred_income', 'bonus', 'total_stock_value']], ['0.844916666667', '0.569709127382', '0.284', ['poi', 'expenses', 'deferred_income', 'bonus', 'from_poi_to_this_person']], ['0.834583333333', '0.506690454951', '0.284', ['poi', 'expenses', 'deferred_income', 'bonus', 'from_this_person_to_poi']], ['0.847857142857', '0.448412698413', '0.2825', ['poi', 'expenses', 'deferred_income', 'bonus', 'restricted_stock']], ['0.838916666667', '0.528608027327', '0.3095', ['poi', 'expenses', 'deferred_income', 'bonus', 'salary']], ['0.846384615385', '0.501783590963', '0.211', ['poi', 'expenses', 'deferred_income', 'bonus', 'total_payments']], ['0.860214285714', '0.516056758775', '0.3455', ['poi', 'expenses', 'deferred_income', 'bonus', 'exercised_stock_options']], ['0.863285714286', '0.531757754801', '0.36', ['poi', 'expenses', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person']], ['0.867', '0.553571428571', '0.3565', ['poi', 'expenses', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi']], ['0.872642857143', '0.578794480755', '0.3985', ['poi', 'expenses', 'deferred_income', 'total_stock_value', 'restricted_stock']], ['0.8665', '0.550972762646', '0.354', ['poi', 'expenses', 'deferred_income', 'total_stock_value', 'salary']], ['0.855466666667', '0.437777777778', '0.2955', ['poi', 'expenses', 'deferred_income', 'total_stock_value', 'total_payments']], ['0.866428571429', '0.545391061453', '0.3905', ['poi', 'expenses', 'deferred_income', 'total_stock_value', 'exercised_stock_options']], ['0.816583333333', '0.390642002176', '0.1795', ['poi', 'expenses', 'deferred_income', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.843071428571', '0.41559554413', '0.2425', ['poi', 'expenses', 'deferred_income', 'from_poi_to_this_person', 'restricted_stock']], ['0.852538461538', '0.534439834025', '0.322', ['poi', 'expenses', 'deferred_income', 'from_poi_to_this_person', 'salary']], ['0.853214285714', '0.464607464607', '0.1805', ['poi', 'expenses', 'deferred_income', 'from_poi_to_this_person', 'total_payments']], ['0.869571428571', '0.568720379147', '0.36', ['poi', 'expenses', 'deferred_income', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.822615384615', '0.382488479263', '0.249', ['poi', 'expenses', 'deferred_income', 'from_this_person_to_poi', 'restricted_stock']], ['0.841461538462', '0.47592738753', '0.3015', ['poi', 'expenses', 'deferred_income', 'from_this_person_to_poi', 'salary']], ['0.848214285714', '0.422934648582', '0.1715', ['poi', 'expenses', 'deferred_income', 'from_this_person_to_poi', 'total_payments']], ['0.868857142857', '0.565916398714', '0.352', ['poi', 'expenses', 'deferred_income', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.854857142857', '0.488304093567', '0.334', ['poi', 'expenses', 'deferred_income', 'restricted_stock', 'salary']], ['0.836285714286', '0.379338842975', '0.2295', ['poi', 'expenses', 'deferred_income', 'restricted_stock', 'total_payments']], ['0.871857142857', '0.574207492795', '0.3985', ['poi', 'expenses', 'deferred_income', 'restricted_stock', 'exercised_stock_options']], ['0.845076923077', '0.491725768322', '0.208', ['poi', 'expenses', 'deferred_income', 'salary', 'total_payments']], ['0.868642857143', '0.564971751412', '0.35', ['poi', 'expenses', 'deferred_income', 'salary', 'exercised_stock_options']], ['0.850357142857', '0.461097461097', '0.2815', ['poi', 'expenses', 'deferred_income', 'total_payments', 'exercised_stock_options']], ['0.272357142857', '0.164109296792', '1.0', ['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi']], ['0.288214285714', '0.161034981701', '0.946', ['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages']], ['0.30325', '0.184818154791', '0.9325', ['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'other']], ['0.4025', '0.218102508179', '1.0', ['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees']], ['0.315083333333', '0.195713866327', '1.0', ['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees']], ['0.312', '0.195007800312', '1.0', ['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'bonus']], ['0.266357142857', '0.16298590172', '1.0', ['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value']], ['0.284076923077', '0.176881577784', '1.0', ['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'from_poi_to_this_person']], ['0.280076923077', '0.169792694965', '0.946', ['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'from_this_person_to_poi']], ['0.272357142857', '0.163778234086', '0.997', ['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'restricted_stock']], ['0.310666666667', '0.193809802773', '0.9925', ['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'salary']], ['0.278', '0.170503211991', '0.9555', ['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'total_payments']], ['0.267', '0.163105529277', '1.0', ['poi', 'expenses', 'long_term_incentive', 'restricted_stock_deferred', 'exercised_stock_options']], ['0.783', '0.258387286639', '0.2195', ['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages']], ['0.798538461538', '0.0695410292072', '0.025', ['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'other']], ['0.260785714286', '0.161956433719', '1.0', ['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees']], ['0.183461538462', '0.158433113948', '0.999', ['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees']], ['0.817769230769', '0.368869936034', '0.2595', ['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus']], ['0.832428571429', '0.369728915663', '0.2455', ['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value']], ['0.802384615385', '0.254952627046', '0.148', ['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'from_poi_to_this_person']], ['0.788153846154', '0.166961130742', '0.0945', ['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'from_this_person_to_poi']], ['0.813928571429', '0.233948988566', '0.133', ['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'restricted_stock']], ['0.809692307692', '0.282568807339', '0.154', ['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'salary']], ['0.823928571429', '0.173913043478', '0.062', ['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'total_payments']], ['0.833785714286', '0.374520337682', '0.244', ['poi', 'expenses', 'long_term_incentive', 'shared_receipt_with_poi', 'exercised_stock_options']], ['0.804', '0.15404040404', '0.061', ['poi', 'expenses', 'long_term_incentive', 'from_messages', 'other']], ['0.28', '0.15947403911', '0.946', ['poi', 'expenses', 'long_term_incentive', 'from_messages', 'director_fees']], ['0.204615384615', '0.155656482246', '0.9425', ['poi', 'expenses', 'long_term_incentive', 'from_messages', 'resto_dirfees']], ['0.820692307692', '0.390759075908', '0.296', ['poi', 'expenses', 'long_term_incentive', 'from_messages', 'bonus']], ['0.848857142857', '0.453968253968', '0.286', ['poi', 'expenses', 'long_term_incentive', 'from_messages', 'total_stock_value']], ['0.805461538462', '0.342465753425', '0.2875', ['poi', 'expenses', 'long_term_incentive', 'from_messages', 'from_poi_to_this_person']], ['0.753538461538', '0.184816753927', '0.1765', ['poi', 'expenses', 'long_term_incentive', 'from_messages', 'from_this_person_to_poi']], ['0.834071428571', '0.370281124498', '0.2305', ['poi', 'expenses', 'long_term_incentive', 'from_messages', 'restricted_stock']], ['0.815769230769', '0.356363636364', '0.245', ['poi', 'expenses', 'long_term_incentive', 'from_messages', 'salary']], ['0.829428571429', '0.212166172107', '0.0715', ['poi', 'expenses', 'long_term_incentive', 'from_messages', 'total_payments']], ['0.847142857143', '0.450071326676', '0.3155', ['poi', 'expenses', 'long_term_incentive', 'from_messages', 'exercised_stock_options']], ['0.293333333333', '0.183284457478', '0.9375', ['poi', 'expenses', 'long_term_incentive', 'other', 'director_fees']], ['0.19875', '0.165803563592', '0.9445', ['poi', 'expenses', 'long_term_incentive', 'other', 'resto_dirfees']], ['0.794090909091', '0.340168878166', '0.141', ['poi', 'expenses', 'long_term_incentive', 'other', 'bonus']], ['0.844571428571', '0.404761904762', '0.187', ['poi', 'expenses', 'long_term_incentive', 'other', 'total_stock_value']], ['0.797666666667', '0.0787401574803', '0.02', ['poi', 'expenses', 'long_term_incentive', 'other', 'from_poi_to_this_person']], ['0.782833333333', '0.0634005763689', '0.022', ['poi', 'expenses', 'long_term_incentive', 'other', 'from_this_person_to_poi']], ['0.825', '0.197580645161', '0.0735', ['poi', 'expenses', 'long_term_incentive', 'other', 'restricted_stock']], ['0.798363636364', '0.287937743191', '0.074', ['poi', 'expenses', 'long_term_incentive', 'other', 'salary']], ['0.809615384615', '0.0981387478849', '0.029', ['poi', 'expenses', 'long_term_incentive', 'other', 'total_payments']], ['0.841714285714', '0.386554621849', '0.184', ['poi', 'expenses', 'long_term_incentive', 'other', 'exercised_stock_options']], ['0.30175', '0.192696791598', '1.0', ['poi', 'expenses', 'long_term_incentive', 'director_fees', 'resto_dirfees']], ['0.300083333333', '0.19232618521', '1.0', ['poi', 'expenses', 'long_term_incentive', 'director_fees', 'bonus']], ['0.3078', '0.160854438061', '0.994', ['poi', 'expenses', 'long_term_incentive', 'director_fees', 'total_stock_value']], ['0.283384615385', '0.176740897844', '1.0', ['poi', 'expenses', 'long_term_incentive', 'director_fees', 'from_poi_to_this_person']], ['0.277384615385', '0.168311501884', '0.938', ['poi', 'expenses', 'long_term_incentive', 'director_fees', 'from_this_person_to_poi']], ['0.257357142857', '0.160562697065', '0.993', ['poi', 'expenses', 'long_term_incentive', 'director_fees', 'restricted_stock']], ['0.298416666667', '0.191007990758', '0.992', ['poi', 'expenses', 'long_term_incentive', 'director_fees', 'salary']], ['0.494846153846', '0.196706069863', '0.7405', ['poi', 'expenses', 'long_term_incentive', 'director_fees', 'total_payments']], ['0.272142857143', '0.164068908942', '1.0', ['poi', 'expenses', 'long_term_incentive', 'director_fees', 'exercised_stock_options']], ['0.20575', '0.173445494753', '1.0', ['poi', 'expenses', 'long_term_incentive', 'resto_dirfees', 'bonus']], ['0.212214285714', '0.148813691171', '0.9565', ['poi', 'expenses', 'long_term_incentive', 'resto_dirfees', 'total_stock_value']], ['0.198583333333', '0.172161487475', '1.0', ['poi', 'expenses', 'long_term_incentive', 'resto_dirfees', 'from_poi_to_this_person']], ['0.19425', '0.165196891644', '0.946', ['poi', 'expenses', 'long_term_incentive', 'resto_dirfees', 'from_this_person_to_poi']], ['0.171428571429', '0.14674712982', '0.997', ['poi', 'expenses', 'long_term_incentive', 'resto_dirfees', 'restricted_stock']], ['0.204416666667', '0.172524516185', '0.994', ['poi', 'expenses', 'long_term_incentive', 'resto_dirfees', 'salary']], ['0.226846153846', '0.152104398928', '0.88', ['poi', 'expenses', 'long_term_incentive', 'resto_dirfees', 'total_payments']], ['0.211357142857', '0.149709414955', '0.966', ['poi', 'expenses', 'long_term_incentive', 'resto_dirfees', 'exercised_stock_options']], ['0.846928571429', '0.450519031142', '0.3255', ['poi', 'expenses', 'long_term_incentive', 'bonus', 'total_stock_value']], ['0.820083333333', '0.427397260274', '0.234', ['poi', 'expenses', 'long_term_incentive', 'bonus', 'from_poi_to_this_person']], ['0.81075', '0.36958614052', '0.192', ['poi', 'expenses', 'long_term_incentive', 'bonus', 'from_this_person_to_poi']], ['0.823', '0.376335250616', '0.229', ['poi', 'expenses', 'long_term_incentive', 'bonus', 'restricted_stock']], ['0.804090909091', '0.424975798645', '0.2195', ['poi', 'expenses', 'long_term_incentive', 'bonus', 'salary']], ['0.821923076923', '0.319587628866', '0.1395', ['poi', 'expenses', 'long_term_incentive', 'bonus', 'total_payments']], ['0.851571428571', '0.47102526003', '0.317', ['poi', 'expenses', 'long_term_incentive', 'bonus', 'exercised_stock_options']], ['0.849', '0.452181208054', '0.2695', ['poi', 'expenses', 'long_term_incentive', 'total_stock_value', 'from_poi_to_this_person']], ['0.847928571429', '0.445661331087', '0.2645', ['poi', 'expenses', 'long_term_incentive', 'total_stock_value', 'from_this_person_to_poi']], ['0.856928571429', '0.498659517426', '0.279', ['poi', 'expenses', 'long_term_incentive', 'total_stock_value', 'restricted_stock']], ['0.844071428571', '0.420503909644', '0.242', ['poi', 'expenses', 'long_term_incentive', 'total_stock_value', 'salary']], ['0.842666666667', '0.334254143646', '0.1815', ['poi', 'expenses', 'long_term_incentive', 'total_stock_value', 'total_payments']], ['0.847071428571', '0.446059678653', '0.2915', ['poi', 'expenses', 'long_term_incentive', 'total_stock_value', 'exercised_stock_options']], ['0.798', '0.215053763441', '0.08', ['poi', 'expenses', 'long_term_incentive', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.829357142857', '0.275663206459', '0.1195', ['poi', 'expenses', 'long_term_incentive', 'from_poi_to_this_person', 'restricted_stock']], ['0.808666666667', '0.322115384615', '0.134', ['poi', 'expenses', 'long_term_incentive', 'from_poi_to_this_person', 'salary']], ['0.826153846154', '0.241035856574', '0.0605', ['poi', 'expenses', 'long_term_incentive', 'from_poi_to_this_person', 'total_payments']], ['0.847642857143', '0.442721791559', '0.257', ['poi', 'expenses', 'long_term_incentive', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.808', '0.235042735043', '0.11', ['poi', 'expenses', 'long_term_incentive', 'from_this_person_to_poi', 'restricted_stock']], ['0.804916666667', '0.312843029638', '0.1425', ['poi', 'expenses', 'long_term_incentive', 'from_this_person_to_poi', 'salary']], ['0.826923076923', '0.261450381679', '0.0685', ['poi', 'expenses', 'long_term_incentive', 'from_this_person_to_poi', 'total_payments']], ['0.847785714286', '0.4425942156', '0.2525', ['poi', 'expenses', 'long_term_incentive', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.825538461538', '0.343091334895', '0.1465', ['poi', 'expenses', 'long_term_incentive', 'restricted_stock', 'salary']], ['0.823142857143', '0.188481675393', '0.072', ['poi', 'expenses', 'long_term_incentive', 'restricted_stock', 'total_payments']], ['0.848142857143', '0.449438202247', '0.28', ['poi', 'expenses', 'long_term_incentive', 'restricted_stock', 'exercised_stock_options']], ['0.822153846154', '0.237373737374', '0.0705', ['poi', 'expenses', 'long_term_incentive', 'salary', 'total_payments']], ['0.852571428571', '0.469581749049', '0.247', ['poi', 'expenses', 'long_term_incentive', 'salary', 'exercised_stock_options']], ['0.842642857143', '0.39027027027', '0.1805', ['poi', 'expenses', 'long_term_incentive', 'total_payments', 'exercised_stock_options']], ['0.299769230769', '0.173365216592', '0.9425', ['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages']], ['0.262785714286', '0.156752743173', '0.95', ['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other']], ['0.362285714286', '0.183016105417', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees']], ['0.280769230769', '0.176211453744', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees']], ['0.282846153846', '0.176631634726', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus']], ['0.264642857143', '0.162667751118', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value']], ['0.280846153846', '0.176226980351', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person']], ['0.275230769231', '0.168660714286', '0.9445', ['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_this_person_to_poi']], ['0.273357142857', '0.163856214527', '0.996', ['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'restricted_stock']], ['0.271714285714', '0.16354679803', '0.996', ['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'salary']], ['0.251714285714', '0.153984323971', '0.943', ['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_payments']], ['0.264571428571', '0.162654521796', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'exercised_stock_options']], ['0.281928571429', '0.153574808569', '0.8925', ['poi', 'expenses', 'restricted_stock_deferred', 'from_messages', 'other']], ['0.375571428571', '0.179745392362', '0.946', ['poi', 'expenses', 'restricted_stock_deferred', 'from_messages', 'director_fees']], ['0.293769230769', '0.17213039905', '0.9425', ['poi', 'expenses', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees']], ['0.302692307692', '0.174873446848', '0.95', ['poi', 'expenses', 'restricted_stock_deferred', 'from_messages', 'bonus']], ['0.282357142857', '0.159803838674', '0.945', ['poi', 'expenses', 'restricted_stock_deferred', 'from_messages', 'total_stock_value']], ['0.299769230769', '0.173365216592', '0.9425', ['poi', 'expenses', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person']], ['0.293461538462', '0.172067549064', '0.9425', ['poi', 'expenses', 'restricted_stock_deferred', 'from_messages', 'from_this_person_to_poi']], ['0.290357142857', '0.16104228962', '0.9425', ['poi', 'expenses', 'restricted_stock_deferred', 'from_messages', 'restricted_stock']], ['0.287642857143', '0.160463333617', '0.942', ['poi', 'expenses', 'restricted_stock_deferred', 'from_messages', 'salary']], ['0.267857142857', '0.150186567164', '0.8855', ['poi', 'expenses', 'restricted_stock_deferred', 'from_messages', 'total_payments']], ['0.282357142857', '0.159803838674', '0.945', ['poi', 'expenses', 'restricted_stock_deferred', 'from_messages', 'exercised_stock_options']], ['0.391166666667', '0.208076584507', '0.9455', ['poi', 'expenses', 'restricted_stock_deferred', 'other', 'director_fees']], ['0.30125', '0.185622845889', '0.9425', ['poi', 'expenses', 'restricted_stock_deferred', 'other', 'resto_dirfees']], ['0.305083333333', '0.185221968418', '0.9325', ['poi', 'expenses', 'restricted_stock_deferred', 'other', 'bonus']], ['0.255785714286', '0.154080039444', '0.9375', ['poi', 'expenses', 'restricted_stock_deferred', 'other', 'total_stock_value']], ['0.279538461538', '0.16795888929', '0.9315', ['poi', 'expenses', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person']], ['0.279153846154', '0.161973768688', '0.883', ['poi', 'expenses', 'restricted_stock_deferred', 'other', 'from_this_person_to_poi']], ['0.267214285714', '0.157160647572', '0.9465', ['poi', 'expenses', 'restricted_stock_deferred', 'other', 'restricted_stock']], ['0.30425', '0.18453741429', '0.9285', ['poi', 'expenses', 'restricted_stock_deferred', 'other', 'salary']], ['0.281230769231', '0.170140136543', '0.947', ['poi', 'expenses', 'restricted_stock_deferred', 'other', 'total_payments']], ['0.261714285714', '0.156445763271', '0.949', ['poi', 'expenses', 'restricted_stock_deferred', 'other', 'exercised_stock_options']], ['0.441', '0.24542888698', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees']], ['0.406916666667', '0.219370406932', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'director_fees', 'bonus']], ['0.3412', '0.168321831342', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'director_fees', 'total_stock_value']], ['0.383615384615', '0.199740337561', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person']], ['0.385538461538', '0.195049908332', '0.9575', ['poi', 'expenses', 'restricted_stock_deferred', 'director_fees', 'from_this_person_to_poi']], ['0.354857142857', '0.180595930233', '0.994', ['poi', 'expenses', 'restricted_stock_deferred', 'director_fees', 'restricted_stock']], ['0.39775', '0.216386326641', '0.997', ['poi', 'expenses', 'restricted_stock_deferred', 'director_fees', 'salary']], ['0.363384615385', '0.18862869617', '0.9505', ['poi', 'expenses', 'restricted_stock_deferred', 'director_fees', 'total_payments']], ['0.358142857143', '0.182049881668', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'director_fees', 'exercised_stock_options']], ['0.312833333333', '0.195198126098', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'resto_dirfees', 'bonus']], ['0.26', '0.161812297735', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value']], ['0.304583333333', '0.193330111165', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person']], ['0.303', '0.185386592842', '0.9375', ['poi', 'expenses', 'restricted_stock_deferred', 'resto_dirfees', 'from_this_person_to_poi']], ['0.281384615385', '0.176164431898', '0.9985', ['poi', 'expenses', 'restricted_stock_deferred', 'resto_dirfees', 'restricted_stock']], ['0.309666666667', '0.194476857254', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'resto_dirfees', 'salary']], ['0.277230769231', '0.170351221252', '0.9555', ['poi', 'expenses', 'restricted_stock_deferred', 'resto_dirfees', 'total_payments']], ['0.264714285714', '0.162680982593', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'resto_dirfees', 'exercised_stock_options']], ['0.260142857143', '0.161838485192', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'bonus', 'total_stock_value']], ['0.288307692308', '0.177746178457', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person']], ['0.295', '0.184323690383', '0.943', ['poi', 'expenses', 'restricted_stock_deferred', 'bonus', 'from_this_person_to_poi']], ['0.285', '0.176783340718', '0.9975', ['poi', 'expenses', 'restricted_stock_deferred', 'bonus', 'restricted_stock']], ['0.309083333333', '0.19392818916', '0.9965', ['poi', 'expenses', 'restricted_stock_deferred', 'bonus', 'salary']], ['0.278384615385', '0.170579309114', '0.9555', ['poi', 'expenses', 'restricted_stock_deferred', 'bonus', 'total_payments']], ['0.2655', '0.162826671009', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'bonus', 'exercised_stock_options']], ['0.260142857143', '0.161838485192', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person']], ['0.260142857143', '0.161838485192', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'total_stock_value', 'from_this_person_to_poi']], ['0.260142857143', '0.161838485192', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'total_stock_value', 'restricted_stock']], ['0.266428571429', '0.162999185004', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'total_stock_value', 'salary']], ['0.277066666667', '0.149492707673', '0.943', ['poi', 'expenses', 'restricted_stock_deferred', 'total_stock_value', 'total_payments']], ['0.260642857143', '0.16193020808', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'total_stock_value', 'exercised_stock_options']], ['0.294333333333', '0.1841796875', '0.943', ['poi', 'expenses', 'restricted_stock_deferred', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.284846153846', '0.176465371996', '0.995', ['poi', 'expenses', 'restricted_stock_deferred', 'from_poi_to_this_person', 'restricted_stock']], ['0.286692307692', '0.176841731094', '0.995', ['poi', 'expenses', 'restricted_stock_deferred', 'from_poi_to_this_person', 'salary']], ['0.263571428571', '0.157121637234', '0.952', ['poi', 'expenses', 'restricted_stock_deferred', 'from_poi_to_this_person', 'total_payments']], ['0.264785714286', '0.162694216221', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.273076923077', '0.168062733916', '0.943', ['poi', 'expenses', 'restricted_stock_deferred', 'from_this_person_to_poi', 'restricted_stock']], ['0.284615384615', '0.169743032935', '0.938', ['poi', 'expenses', 'restricted_stock_deferred', 'from_this_person_to_poi', 'salary']], ['0.260785714286', '0.15559772296', '0.943', ['poi', 'expenses', 'restricted_stock_deferred', 'from_this_person_to_poi', 'total_payments']], ['0.266', '0.162919517758', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.284615384615', '0.175843694494', '0.99', ['poi', 'expenses', 'restricted_stock_deferred', 'restricted_stock', 'salary']], ['0.255285714286', '0.154161878181', '0.939', ['poi', 'expenses', 'restricted_stock_deferred', 'restricted_stock', 'total_payments']], ['0.260285714286', '0.161864681127', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'restricted_stock', 'exercised_stock_options']], ['0.277692307692', '0.170265928967', '0.954', ['poi', 'expenses', 'restricted_stock_deferred', 'salary', 'total_payments']], ['0.267', '0.163105529277', '1.0', ['poi', 'expenses', 'restricted_stock_deferred', 'salary', 'exercised_stock_options']], ['0.278642857143', '0.158183506373', '0.937', ['poi', 'expenses', 'restricted_stock_deferred', 'total_payments', 'exercised_stock_options']], ['0.792307692308', '0.0762711864407', '0.0315', ['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages', 'other']], ['0.299769230769', '0.173365216592', '0.9425', ['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages', 'director_fees']], ['0.206076923077', '0.154987975786', '0.9345', ['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees']], ['0.806153846154', '0.298449612403', '0.1925', ['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages', 'bonus']], ['0.857714285714', '0.503546099291', '0.284', ['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value']], ['0.755', '0.190789473684', '0.145', ['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person']], ['0.7295', '0.0732876712329', '0.0535', ['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages', 'from_this_person_to_poi']], ['0.813846153846', '0.256944444444', '0.111', ['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages', 'restricted_stock']], ['0.794923076923', '0.23231511254', '0.1445', ['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages', 'salary']], ['0.823642857143', '0.154639175258', '0.0525', ['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages', 'total_payments']], ['0.849142857143', '0.454619124797', '0.2805', ['poi', 'expenses', 'shared_receipt_with_poi', 'from_messages', 'exercised_stock_options']], ['0.258071428571', '0.155847353303', '0.9495', ['poi', 'expenses', 'shared_receipt_with_poi', 'other', 'director_fees']], ['0.176846153846', '0.150646430579', '0.938', ['poi', 'expenses', 'shared_receipt_with_poi', 'other', 'resto_dirfees']], ['0.812076923077', '0.260021668472', '0.12', ['poi', 'expenses', 'shared_receipt_with_poi', 'other', 'bonus']], ['0.840928571429', '0.380400421496', '0.1805', ['poi', 'expenses', 'shared_receipt_with_poi', 'other', 'total_stock_value']], ['0.792153846154', '0.0125', '0.0045', ['poi', 'expenses', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person']], ['0.794153846154', '0.00872093023256', '0.003', ['poi', 'expenses', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi']], ['0.807142857143', '0.114537444934', '0.052', ['poi', 'expenses', 'shared_receipt_with_poi', 'other', 'restricted_stock']], ['0.803769230769', '0.138925294889', '0.053', ['poi', 'expenses', 'shared_receipt_with_poi', 'other', 'salary']], ['0.819857142857', '0.0355871886121', '0.01', ['poi', 'expenses', 'shared_receipt_with_poi', 'other', 'total_payments']], ['0.837714285714', '0.360655737705', '0.176', ['poi', 'expenses', 'shared_receipt_with_poi', 'other', 'exercised_stock_options']], ['0.278615384615', '0.17577781684', '1.0', ['poi', 'expenses', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees']], ['0.278615384615', '0.17577781684', '1.0', ['poi', 'expenses', 'shared_receipt_with_poi', 'director_fees', 'bonus']], ['0.265266666667', '0.151940736168', '0.9845', ['poi', 'expenses', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value']], ['0.278615384615', '0.17577781684', '1.0', ['poi', 'expenses', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person']], ['0.275230769231', '0.168423874196', '0.9425', ['poi', 'expenses', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi']], ['0.263785714286', '0.162069807176', '0.996', ['poi', 'expenses', 'shared_receipt_with_poi', 'director_fees', 'restricted_stock']], ['0.260214285714', '0.161413175594', '0.996', ['poi', 'expenses', 'shared_receipt_with_poi', 'director_fees', 'salary']], ['0.524214285714', '0.208432378331', '0.833', ['poi', 'expenses', 'shared_receipt_with_poi', 'director_fees', 'total_payments']], ['0.258714285714', '0.159486262396', '0.981', ['poi', 'expenses', 'shared_receipt_with_poi', 'director_fees', 'exercised_stock_options']], ['0.186', '0.158957240502', '1.0', ['poi', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus']], ['0.212142857143', '0.150974025974', '0.9765', ['poi', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value']], ['0.186076923077', '0.158969875209', '1.0', ['poi', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person']], ['0.179307692308', '0.151146881288', '0.939', ['poi', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi']], ['0.172428571429', '0.14637745315', '0.992', ['poi', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees', 'restricted_stock']], ['0.183153846154', '0.158166098199', '0.997', ['poi', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees', 'salary']], ['0.222142857143', '0.139672503243', '0.8615', ['poi', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees', 'total_payments']], ['0.205428571429', '0.15026065624', '0.98', ['poi', 'expenses', 'shared_receipt_with_poi', 'resto_dirfees', 'exercised_stock_options']], ['0.839', '0.416557161629', '0.317', ['poi', 'expenses', 'shared_receipt_with_poi', 'bonus', 'total_stock_value']], ['0.822', '0.373387096774', '0.2315', ['poi', 'expenses', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person']], ['0.811692307692', '0.30589254766', '0.1765', ['poi', 'expenses', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi']], ['0.815285714286', '0.287988422576', '0.199', ['poi', 'expenses', 'shared_receipt_with_poi', 'bonus', 'restricted_stock']], ['0.814769230769', '0.349112426036', '0.236', ['poi', 'expenses', 'shared_receipt_with_poi', 'bonus', 'salary']], ['0.823428571429', '0.260649087221', '0.1285', ['poi', 'expenses', 'shared_receipt_with_poi', 'bonus', 'total_payments']], ['0.840642857143', '0.418833450457', '0.298', ['poi', 'expenses', 'shared_receipt_with_poi', 'bonus', 'exercised_stock_options']], ['0.845285714286', '0.433064516129', '0.2685', ['poi', 'expenses', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person']], ['0.844428571429', '0.426809210526', '0.2595', ['poi', 'expenses', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi']], ['0.848785714286', '0.451046025105', '0.2695', ['poi', 'expenses', 'shared_receipt_with_poi', 'total_stock_value', 'restricted_stock']], ['0.835785714286', '0.377759607522', '0.231', ['poi', 'expenses', 'shared_receipt_with_poi', 'total_stock_value', 'salary']], ['0.8452', '0.343385214008', '0.1765', ['poi', 'expenses', 'shared_receipt_with_poi', 'total_stock_value', 'total_payments']], ['0.844785714286', '0.433817903596', '0.2835', ['poi', 'expenses', 'shared_receipt_with_poi', 'total_stock_value', 'exercised_stock_options']], ['0.772416666667', '0.0355781448539', '0.014', ['poi', 'expenses', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.802461538462', '0.187912087912', '0.0855', ['poi', 'expenses', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'restricted_stock']], ['0.801230769231', '0.227611940299', '0.122', ['poi', 'expenses', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'salary']], ['0.824', '0.0871886120996', '0.0245', ['poi', 'expenses', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'total_payments']], ['0.845571428571', '0.433715220949', '0.265', ['poi', 'expenses', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.798', '0.165598290598', '0.0775', ['poi', 'expenses', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'restricted_stock']], ['0.796461538462', '0.210053859964', '0.117', ['poi', 'expenses', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'salary']], ['0.823928571429', '0.0795660036166', '0.022', ['poi', 'expenses', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'total_payments']], ['0.843142857143', '0.419803600655', '0.2565', ['poi', 'expenses', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.814142857143', '0.21550094518', '0.114', ['poi', 'expenses', 'shared_receipt_with_poi', 'restricted_stock', 'salary']], ['0.818928571429', '0.170971709717', '0.0695', ['poi', 'expenses', 'shared_receipt_with_poi', 'restricted_stock', 'total_payments']], ['0.839214285714', '0.405568096313', '0.2695', ['poi', 'expenses', 'shared_receipt_with_poi', 'restricted_stock', 'exercised_stock_options']], ['0.825785714286', '0.166919575114', '0.055', ['poi', 'expenses', 'shared_receipt_with_poi', 'salary', 'total_payments']], ['0.838714285714', '0.390492359932', '0.23', ['poi', 'expenses', 'shared_receipt_with_poi', 'salary', 'exercised_stock_options']], ['0.853466666667', '0.391208791209', '0.178', ['poi', 'expenses', 'shared_receipt_with_poi', 'total_payments', 'exercised_stock_options']], ['0.281142857143', '0.153429602888', '0.8925', ['poi', 'expenses', 'from_messages', 'other', 'director_fees']], ['0.2', '0.147769204965', '0.881', ['poi', 'expenses', 'from_messages', 'other', 'resto_dirfees']], ['0.808461538462', '0.239361702128', '0.1125', ['poi', 'expenses', 'from_messages', 'other', 'bonus']], ['0.851142857143', '0.457230142566', '0.2245', ['poi', 'expenses', 'from_messages', 'other', 'total_stock_value']], ['0.792230769231', '0.0667490729295', '0.027', ['poi', 'expenses', 'from_messages', 'other', 'from_poi_to_this_person']], ['0.778384615385', '0.0902325581395', '0.0485', ['poi', 'expenses', 'from_messages', 'other', 'from_this_person_to_poi']], ['0.8145', '0.158857142857', '0.0695', ['poi', 'expenses', 'from_messages', 'other', 'restricted_stock']], ['0.806538461538', '0.182490752158', '0.074', ['poi', 'expenses', 'from_messages', 'other', 'salary']], ['0.813', '0.0495626822157', '0.017', ['poi', 'expenses', 'from_messages', 'other', 'total_payments']], ['0.845357142857', '0.421948912015', '0.223', ['poi', 'expenses', 'from_messages', 'other', 'exercised_stock_options']], ['0.293769230769', '0.17213039905', '0.9425', ['poi', 'expenses', 'from_messages', 'director_fees', 'resto_dirfees']], ['0.301230769231', '0.174568173466', '0.95', ['poi', 'expenses', 'from_messages', 'director_fees', 'bonus']], ['0.291866666667', '0.152338709677', '0.9445', ['poi', 'expenses', 'from_messages', 'director_fees', 'total_stock_value']], ['0.299846153846', '0.17338116262', '0.9425', ['poi', 'expenses', 'from_messages', 'director_fees', 'from_poi_to_this_person']], ['0.292461538462', '0.171863603209', '0.9425', ['poi', 'expenses', 'from_messages', 'director_fees', 'from_this_person_to_poi']], ['0.286142857143', '0.160119047619', '0.9415', ['poi', 'expenses', 'from_messages', 'director_fees', 'restricted_stock']], ['0.278785714286', '0.158786346397', '0.942', ['poi', 'expenses', 'from_messages', 'director_fees', 'salary']], ['0.313857142857', '0.160385783176', '0.898', ['poi', 'expenses', 'from_messages', 'director_fees', 'total_payments']], ['0.3005', '0.163194744576', '0.944', ['poi', 'expenses', 'from_messages', 'director_fees', 'exercised_stock_options']], ['0.211', '0.155585217319', '0.9325', ['poi', 'expenses', 'from_messages', 'resto_dirfees', 'bonus']], ['0.201', '0.145601851852', '0.9435', ['poi', 'expenses', 'from_messages', 'resto_dirfees', 'total_stock_value']], ['0.206076923077', '0.154987975786', '0.9345', ['poi', 'expenses', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person']], ['0.200307692308', '0.154029998352', '0.9345', ['poi', 'expenses', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi']], ['0.1935', '0.144213831661', '0.9415', ['poi', 'expenses', 'from_messages', 'resto_dirfees', 'restricted_stock']], ['0.203923076923', '0.15519947138', '0.9395', ['poi', 'expenses', 'from_messages', 'resto_dirfees', 'salary']], ['0.227928571429', '0.139359698682', '0.851', ['poi', 'expenses', 'from_messages', 'resto_dirfees', 'total_payments']], ['0.197785714286', '0.145751784481', '0.9495', ['poi', 'expenses', 'from_messages', 'resto_dirfees', 'exercised_stock_options']], ['0.855857142857', '0.493421052632', '0.3375', ['poi', 'expenses', 'from_messages', 'bonus', 'total_stock_value']], ['0.81', '0.314082278481', '0.1985', ['poi', 'expenses', 'from_messages', 'bonus', 'from_poi_to_this_person']], ['0.805615384615', '0.312455516014', '0.2195', ['poi', 'expenses', 'from_messages', 'bonus', 'from_this_person_to_poi']], ['0.821571428571', '0.27807486631', '0.156', ['poi', 'expenses', 'from_messages', 'bonus', 'restricted_stock']], ['0.811615384615', '0.313072439634', '0.188', ['poi', 'expenses', 'from_messages', 'bonus', 'salary']], ['0.836571428571', '0.302739726027', '0.1105', ['poi', 'expenses', 'from_messages', 'bonus', 'total_payments']], ['0.8565', '0.496634255797', '0.332', ['poi', 'expenses', 'from_messages', 'bonus', 'exercised_stock_options']], ['0.8675', '0.573306370071', '0.2835', ['poi', 'expenses', 'from_messages', 'total_stock_value', 'from_poi_to_this_person']], ['0.868071428571', '0.577981651376', '0.2835', ['poi', 'expenses', 'from_messages', 'total_stock_value', 'from_this_person_to_poi']], ['0.861785714286', '0.532082922014', '0.2695', ['poi', 'expenses', 'from_messages', 'total_stock_value', 'restricted_stock']], ['0.853214285714', '0.47577092511', '0.27', ['poi', 'expenses', 'from_messages', 'total_stock_value', 'salary']], ['0.854533333333', '0.399336283186', '0.1805', ['poi', 'expenses', 'from_messages', 'total_stock_value', 'total_payments']], ['0.849642857143', '0.457627118644', '0.2835', ['poi', 'expenses', 'from_messages', 'total_stock_value', 'exercised_stock_options']], ['0.745083333333', '0.0930053804766', '0.0605', ['poi', 'expenses', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.816615384615', '0.266990291262', '0.11', ['poi', 'expenses', 'from_messages', 'from_poi_to_this_person', 'restricted_stock']], ['0.789307692308', '0.235125448029', '0.164', ['poi', 'expenses', 'from_messages', 'from_poi_to_this_person', 'salary']], ['0.836285714286', '0.178414096916', '0.0405', ['poi', 'expenses', 'from_messages', 'from_poi_to_this_person', 'total_payments']], ['0.858714285714', '0.509963768116', '0.2815', ['poi', 'expenses', 'from_messages', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.800769230769', '0.216346153846', '0.1125', ['poi', 'expenses', 'from_messages', 'from_this_person_to_poi', 'restricted_stock']], ['0.757461538462', '0.185144729656', '0.1695', ['poi', 'expenses', 'from_messages', 'from_this_person_to_poi', 'salary']], ['0.833928571429', '0.139689578714', '0.0315', ['poi', 'expenses', 'from_messages', 'from_this_person_to_poi', 'total_payments']], ['0.860214285714', '0.519815668203', '0.282', ['poi', 'expenses', 'from_messages', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.825785714286', '0.282025819265', '0.142', ['poi', 'expenses', 'from_messages', 'restricted_stock', 'salary']], ['0.833428571429', '0.227868852459', '0.0695', ['poi', 'expenses', 'from_messages', 'restricted_stock', 'total_payments']], ['0.848428571429', '0.449166666667', '0.2695', ['poi', 'expenses', 'from_messages', 'restricted_stock', 'exercised_stock_options']], ['0.837', '0.224609375', '0.0575', ['poi', 'expenses', 'from_messages', 'salary', 'total_payments']], ['0.855642857143', '0.490650044524', '0.2755', ['poi', 'expenses', 'from_messages', 'salary', 'exercised_stock_options']], ['0.8588', '0.430913348946', '0.184', ['poi', 'expenses', 'from_messages', 'total_payments', 'exercised_stock_options']], ['0.288', '0.181526182597', '0.9325', ['poi', 'expenses', 'other', 'director_fees', 'resto_dirfees']], ['0.295', '0.183643486778', '0.9375', ['poi', 'expenses', 'other', 'director_fees', 'bonus']], ['0.503666666667', '0.193997976846', '0.863', ['poi', 'expenses', 'other', 'director_fees', 'total_stock_value']], ['0.272923076923', '0.168032786885', '0.943', ['poi', 'expenses', 'other', 'director_fees', 'from_poi_to_this_person']], ['0.274846153846', '0.160029295981', '0.874', ['poi', 'expenses', 'other', 'director_fees', 'from_this_person_to_poi']], ['0.254357142857', '0.153599868648', '0.9355', ['poi', 'expenses', 'other', 'director_fees', 'restricted_stock']], ['0.293333333333', '0.182788329743', '0.9335', ['poi', 'expenses', 'other', 'director_fees', 'salary']], ['0.623769230769', '0.208156672724', '0.5155', ['poi', 'expenses', 'other', 'director_fees', 'total_payments']], ['0.411071428571', '0.185073121533', '0.9175', ['poi', 'expenses', 'other', 'director_fees', 'exercised_stock_options']], ['0.198416666667', '0.165745371589', '0.9445', ['poi', 'expenses', 'other', 'resto_dirfees', 'bonus']], ['0.21', '0.140647310804', '0.8865', ['poi', 'expenses', 'other', 'resto_dirfees', 'total_stock_value']], ['0.191083333333', '0.164592218644', '0.9455', ['poi', 'expenses', 'other', 'resto_dirfees', 'from_poi_to_this_person']], ['0.190916666667', '0.157103460546', '0.883', ['poi', 'expenses', 'other', 'resto_dirfees', 'from_this_person_to_poi']], ['0.170357142857', '0.141097424412', '0.945', ['poi', 'expenses', 'other', 'resto_dirfees', 'restricted_stock']], ['0.197916666667', '0.165305943289', '0.9415', ['poi', 'expenses', 'other', 'resto_dirfees', 'salary']], ['0.227230769231', '0.14864628821', '0.851', ['poi', 'expenses', 'other', 'resto_dirfees', 'total_payments']], ['0.218642857143', '0.142754376149', '0.893', ['poi', 'expenses', 'other', 'resto_dirfees', 'exercised_stock_options']], ['0.843357142857', '0.417872340426', '0.2455', ['poi', 'expenses', 'other', 'bonus', 'total_stock_value']], ['0.816833333333', '0.353550295858', '0.1195', ['poi', 'expenses', 'other', 'bonus', 'from_poi_to_this_person']], ['0.802916666667', '0.275522755228', '0.112', ['poi', 'expenses', 'other', 'bonus', 'from_this_person_to_poi']], ['0.813692307692', '0.266075388027', '0.12', ['poi', 'expenses', 'other', 'bonus', 'restricted_stock']], ['0.800727272727', '0.348101265823', '0.11', ['poi', 'expenses', 'other', 'bonus', 'salary']], ['0.822615384615', '0.311111111111', '0.126', ['poi', 'expenses', 'other', 'bonus', 'total_payments']], ['0.846357142857', '0.431050228311', '0.236', ['poi', 'expenses', 'other', 'bonus', 'exercised_stock_options']], ['0.852214285714', '0.45703611457', '0.1835', ['poi', 'expenses', 'other', 'total_stock_value', 'from_poi_to_this_person']], ['0.8525', '0.459119496855', '0.1825', ['poi', 'expenses', 'other', 'total_stock_value', 'from_this_person_to_poi']], ['0.859071428571', '0.5151856018', '0.229', ['poi', 'expenses', 'other', 'total_stock_value', 'restricted_stock']], ['0.848857142857', '0.430787589499', '0.1805', ['poi', 'expenses', 'other', 'total_stock_value', 'salary']], ['0.840733333333', '0.317370892019', '0.169', ['poi', 'expenses', 'other', 'total_stock_value', 'total_payments']], ['0.846857142857', '0.43063583815', '0.2235', ['poi', 'expenses', 'other', 'total_stock_value', 'exercised_stock_options']], ['0.793', '0.00612244897959', '0.0015', ['poi', 'expenses', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.822', '0.154494382022', '0.055', ['poi', 'expenses', 'other', 'from_poi_to_this_person', 'restricted_stock']], ['0.80625', '0.189292543021', '0.0495', ['poi', 'expenses', 'other', 'from_poi_to_this_person', 'salary']], ['0.818153846154', '0.00810810810811', '0.0015', ['poi', 'expenses', 'other', 'from_poi_to_this_person', 'total_payments']], ['0.854214285714', '0.474148802018', '0.188', ['poi', 'expenses', 'other', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.801153846154', '0.131147540984', '0.052', ['poi', 'expenses', 'other', 'from_this_person_to_poi', 'restricted_stock']], ['0.803', '0.195652173913', '0.0585', ['poi', 'expenses', 'other', 'from_this_person_to_poi', 'salary']], ['0.818', '0.0132978723404', '0.0025', ['poi', 'expenses', 'other', 'from_this_person_to_poi', 'total_payments']], ['0.855', '0.481155778894', '0.1915', ['poi', 'expenses', 'other', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.816153846154', '0.179276315789', '0.0545', ['poi', 'expenses', 'other', 'restricted_stock', 'salary']], ['0.819285714286', '0.161989795918', '0.0635', ['poi', 'expenses', 'other', 'restricted_stock', 'total_payments']], ['0.851142857143', '0.457746478873', '0.2275', ['poi', 'expenses', 'other', 'restricted_stock', 'exercised_stock_options']], ['0.818923076923', '0.20202020202', '0.06', ['poi', 'expenses', 'other', 'salary', 'total_payments']], ['0.8485', '0.425948592411', '0.174', ['poi', 'expenses', 'other', 'salary', 'exercised_stock_options']], ['0.839785714286', '0.369495166488', '0.172', ['poi', 'expenses', 'other', 'total_payments', 'exercised_stock_options']], ['0.305166666667', '0.193461017605', '1.0', ['poi', 'expenses', 'director_fees', 'resto_dirfees', 'bonus']], ['0.260357142857', '0.161877782274', '1.0', ['poi', 'expenses', 'director_fees', 'resto_dirfees', 'total_stock_value']], ['0.300833333333', '0.192492781521', '1.0', ['poi', 'expenses', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person']], ['0.297916666667', '0.186003323233', '0.9515', ['poi', 'expenses', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi']], ['0.259571428571', '0.161076000648', '0.994', ['poi', 'expenses', 'director_fees', 'resto_dirfees', 'restricted_stock']], ['0.298583333333', '0.191638635272', '0.997', ['poi', 'expenses', 'director_fees', 'resto_dirfees', 'salary']], ['0.277076923077', '0.16961414791', '0.9495', ['poi', 'expenses', 'director_fees', 'resto_dirfees', 'total_payments']], ['0.266714285714', '0.163052339801', '1.0', ['poi', 'expenses', 'director_fees', 'resto_dirfees', 'exercised_stock_options']], ['0.434466666667', '0.190075533034', '0.994', ['poi', 'expenses', 'director_fees', 'bonus', 'total_stock_value']], ['0.283769230769', '0.176819025727', '1.0', ['poi', 'expenses', 'director_fees', 'bonus', 'from_poi_to_this_person']], ['0.281230769231', '0.171379989261', '0.9575', ['poi', 'expenses', 'director_fees', 'bonus', 'from_this_person_to_poi']], ['0.262785714286', '0.161885412434', '0.996', ['poi', 'expenses', 'director_fees', 'bonus', 'restricted_stock']], ['0.298583333333', '0.191341991342', '0.9945', ['poi', 'expenses', 'director_fees', 'bonus', 'salary']], ['0.562769230769', '0.205562659847', '0.643', ['poi', 'expenses', 'director_fees', 'bonus', 'total_payments']], ['0.330214285714', '0.175508049617', '0.9975', ['poi', 'expenses', 'director_fees', 'bonus', 'exercised_stock_options']], ['0.250133333333', '0.150966183575', '1.0', ['poi', 'expenses', 'director_fees', 'total_stock_value', 'from_poi_to_this_person']], ['0.250266666667', '0.150988977805', '1.0', ['poi', 'expenses', 'director_fees', 'total_stock_value', 'from_this_person_to_poi']], ['0.3908', '0.178410524419', '0.99', ['poi', 'expenses', 'director_fees', 'total_stock_value', 'restricted_stock']], ['0.3616', '0.172771250864', '1.0', ['poi', 'expenses', 'director_fees', 'total_stock_value', 'salary']], ['0.729266666667', '0.20464316423', '0.357', ['poi', 'expenses', 'director_fees', 'total_stock_value', 'total_payments']], ['0.554571428571', '0.203776223776', '0.7285', ['poi', 'expenses', 'director_fees', 'total_stock_value', 'exercised_stock_options']], ['0.282692307692', '0.17125931245', '0.954', ['poi', 'expenses', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.260785714286', '0.160968082514', '0.991', ['poi', 'expenses', 'director_fees', 'from_poi_to_this_person', 'restricted_stock']], ['0.276307692308', '0.174745345978', '0.995', ['poi', 'expenses', 'director_fees', 'from_poi_to_this_person', 'salary']], ['0.419928571429', '0.190201437392', '0.9395', ['poi', 'expenses', 'director_fees', 'from_poi_to_this_person', 'total_payments']], ['0.260571428571', '0.161917098446', '1.0', ['poi', 'expenses', 'director_fees', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.253642857143', '0.153473874169', '0.9355', ['poi', 'expenses', 'director_fees', 'from_this_person_to_poi', 'restricted_stock']], ['0.279307692308', '0.167073280925', '0.9245', ['poi', 'expenses', 'director_fees', 'from_this_person_to_poi', 'salary']], ['0.433214285714', '0.191367654706', '0.92', ['poi', 'expenses', 'director_fees', 'from_this_person_to_poi', 'total_payments']], ['0.257714285714', '0.161394448031', '1.0', ['poi', 'expenses', 'director_fees', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.263928571429', '0.162206133572', '0.997', ['poi', 'expenses', 'director_fees', 'restricted_stock', 'salary']], ['0.643714285714', '0.220224719101', '0.588', ['poi', 'expenses', 'director_fees', 'restricted_stock', 'total_payments']], ['0.337066666667', '0.167113643983', '0.997', ['poi', 'expenses', 'director_fees', 'restricted_stock', 'exercised_stock_options']], ['0.524846153846', '0.215811675058', '0.793', ['poi', 'expenses', 'director_fees', 'salary', 'total_payments']], ['0.282642857143', '0.16607157685', '1.0', ['poi', 'expenses', 'director_fees', 'salary', 'exercised_stock_options']], ['0.725', '0.227781047675', '0.387', ['poi', 'expenses', 'director_fees', 'total_payments', 'exercised_stock_options']], ['0.215428571429', '0.150482415188', '0.967', ['poi', 'expenses', 'resto_dirfees', 'bonus', 'total_stock_value']], ['0.206083333333', '0.173505682311', '1.0', ['poi', 'expenses', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']], ['0.195583333333', '0.164430413049', '0.9375', ['poi', 'expenses', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']], ['0.185153846154', '0.158492965583', '0.997', ['poi', 'expenses', 'resto_dirfees', 'bonus', 'restricted_stock']], ['0.202166666667', '0.172121212121', '0.994', ['poi', 'expenses', 'resto_dirfees', 'bonus', 'salary']], ['0.224692307692', '0.150713359274', '0.8715', ['poi', 'expenses', 'resto_dirfees', 'bonus', 'total_payments']], ['0.215', '0.150683866957', '0.9695', ['poi', 'expenses', 'resto_dirfees', 'bonus', 'exercised_stock_options']], ['0.198857142857', '0.150273224044', '0.99', ['poi', 'expenses', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']], ['0.201428571429', '0.149885583524', '0.9825', ['poi', 'expenses', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']], ['0.212214285714', '0.149304746368', '0.961', ['poi', 'expenses', 'resto_dirfees', 'total_stock_value', 'restricted_stock']], ['0.217285714286', '0.150733000624', '0.9665', ['poi', 'expenses', 'resto_dirfees', 'total_stock_value', 'salary']], ['0.2276', '0.133113900796', '0.8695', ['poi', 'expenses', 'resto_dirfees', 'total_stock_value', 'total_payments']], ['0.2275', '0.148664806696', '0.9325', ['poi', 'expenses', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']], ['0.193083333333', '0.163998950407', '0.9375', ['poi', 'expenses', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.184230769231', '0.158124751689', '0.995', ['poi', 'expenses', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']], ['0.19625', '0.171069615352', '0.994', ['poi', 'expenses', 'resto_dirfees', 'from_poi_to_this_person', 'salary']], ['0.213928571429', '0.140001599105', '0.8755', ['poi', 'expenses', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']], ['0.203357142857', '0.151685820839', '0.9965', ['poi', 'expenses', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.176384615385', '0.15113390496', '0.943', ['poi', 'expenses', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']], ['0.196416666667', '0.164810104377', '0.9395', ['poi', 'expenses', 'resto_dirfees', 'from_this_person_to_poi', 'salary']], ['0.229384615385', '0.151391304348', '0.8705', ['poi', 'expenses', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']], ['0.206428571429', '0.150850835505', '0.984', ['poi', 'expenses', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.183615384615', '0.157480314961', '0.99', ['poi', 'expenses', 'resto_dirfees', 'restricted_stock', 'salary']], ['0.210357142857', '0.139271771174', '0.874', ['poi', 'expenses', 'resto_dirfees', 'restricted_stock', 'total_payments']], ['0.210571428571', '0.149527644417', '0.9655', ['poi', 'expenses', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']], ['0.224461538462', '0.150190443213', '0.8675', ['poi', 'expenses', 'resto_dirfees', 'salary', 'total_payments']], ['0.213928571429', '0.150616900753', '0.9705', ['poi', 'expenses', 'resto_dirfees', 'salary', 'exercised_stock_options']], ['0.225428571429', '0.142406598738', '0.8805', ['poi', 'expenses', 'resto_dirfees', 'total_payments', 'exercised_stock_options']], ['0.858857142857', '0.510050251256', '0.3045', ['poi', 'expenses', 'bonus', 'total_stock_value', 'from_poi_to_this_person']], ['0.857714285714', '0.503367003367', '0.299', ['poi', 'expenses', 'bonus', 'total_stock_value', 'from_this_person_to_poi']], ['0.859285714286', '0.511210762332', '0.342', ['poi', 'expenses', 'bonus', 'total_stock_value', 'restricted_stock']], ['0.848071428571', '0.451116243264', '0.293', ['poi', 'expenses', 'bonus', 'total_stock_value', 'salary']], ['0.851666666667', '0.404255319149', '0.2375', ['poi', 'expenses', 'bonus', 'total_stock_value', 'total_payments']], ['0.850071428571', '0.465838509317', '0.3375', ['poi', 'expenses', 'bonus', 'total_stock_value', 'exercised_stock_options']], ['0.810583333333', '0.358841778697', '0.1735', ['poi', 'expenses', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.825384615385', '0.365269461078', '0.183', ['poi', 'expenses', 'bonus', 'from_poi_to_this_person', 'restricted_stock']], ['0.821083333333', '0.429530201342', '0.224', ['poi', 'expenses', 'bonus', 'from_poi_to_this_person', 'salary']], ['0.830538461538', '0.352685050798', '0.1215', ['poi', 'expenses', 'bonus', 'from_poi_to_this_person', 'total_payments']], ['0.854142857143', '0.482529118136', '0.29', ['poi', 'expenses', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.815384615385', '0.303149606299', '0.154', ['poi', 'expenses', 'bonus', 'from_this_person_to_poi', 'restricted_stock']], ['0.802416666667', '0.312815338042', '0.155', ['poi', 'expenses', 'bonus', 'from_this_person_to_poi', 'salary']], ['0.832461538462', '0.371757925072', '0.129', ['poi', 'expenses', 'bonus', 'from_this_person_to_poi', 'total_payments']], ['0.856214285714', '0.494362532524', '0.285', ['poi', 'expenses', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.821307692308', '0.349206349206', '0.187', ['poi', 'expenses', 'bonus', 'restricted_stock', 'salary']], ['0.827642857143', '0.281942977825', '0.1335', ['poi', 'expenses', 'bonus', 'restricted_stock', 'total_payments']], ['0.854642857143', '0.487526728439', '0.342', ['poi', 'expenses', 'bonus', 'restricted_stock', 'exercised_stock_options']], ['0.825384615385', '0.33040201005', '0.1315', ['poi', 'expenses', 'bonus', 'salary', 'total_payments']], ['0.851', '0.466300940439', '0.2975', ['poi', 'expenses', 'bonus', 'salary', 'exercised_stock_options']], ['0.851714285714', '0.463461538462', '0.241', ['poi', 'expenses', 'bonus', 'total_payments', 'exercised_stock_options']], ['0.874142857143', '0.637731481481', '0.2755', ['poi', 'expenses', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.8685', '0.581538461538', '0.2835', ['poi', 'expenses', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']], ['0.858428571429', '0.509221311475', '0.2485', ['poi', 'expenses', 'total_stock_value', 'from_poi_to_this_person', 'salary']], ['0.8536', '0.394623655914', '0.1835', ['poi', 'expenses', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']], ['0.852857142857', '0.474182444062', '0.2755', ['poi', 'expenses', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.869857142857', '0.59309623431', '0.2835', ['poi', 'expenses', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']], ['0.863071428571', '0.545157780196', '0.2505', ['poi', 'expenses', 'total_stock_value', 'from_this_person_to_poi', 'salary']], ['0.853933333333', '0.396756756757', '0.1835', ['poi', 'expenses', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']], ['0.854785714286', '0.485462555066', '0.2755', ['poi', 'expenses', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.862428571429', '0.537074148297', '0.268', ['poi', 'expenses', 'total_stock_value', 'restricted_stock', 'salary']], ['0.855266666667', '0.403824521935', '0.1795', ['poi', 'expenses', 'total_stock_value', 'restricted_stock', 'total_payments']], ['0.855428571429', '0.489637305699', '0.2835', ['poi', 'expenses', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']], ['0.850666666667', '0.373684210526', '0.1775', ['poi', 'expenses', 'total_stock_value', 'salary', 'total_payments']], ['0.858', '0.505347593583', '0.2835', ['poi', 'expenses', 'total_stock_value', 'salary', 'exercised_stock_options']], ['0.85', '0.393526405451', '0.231', ['poi', 'expenses', 'total_stock_value', 'total_payments', 'exercised_stock_options']], ['0.812230769231', '0.175257731959', '0.0595', ['poi', 'expenses', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']], ['0.796833333333', '0.247113163972', '0.107', ['poi', 'expenses', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']], ['0.834785714286', '0.0758807588076', '0.014', ['poi', 'expenses', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']], ['0.864857142857', '0.55601659751', '0.268', ['poi', 'expenses', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.811076923077', '0.229216152019', '0.0965', ['poi', 'expenses', 'from_poi_to_this_person', 'restricted_stock', 'salary']], ['0.827142857143', '0.175925925926', '0.057', ['poi', 'expenses', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']], ['0.863285714286', '0.541030534351', '0.2835', ['poi', 'expenses', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']], ['0.831307692308', '0.264058679707', '0.054', ['poi', 'expenses', 'from_poi_to_this_person', 'salary', 'total_payments']], ['0.862071428571', '0.53795379538', '0.2445', ['poi', 'expenses', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']], ['0.8495', '0.436233611442', '0.183', ['poi', 'expenses', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']], ['0.813538461538', '0.249408983452', '0.1055', ['poi', 'expenses', 'from_this_person_to_poi', 'restricted_stock', 'salary']], ['0.828785714286', '0.198786039454', '0.0655', ['poi', 'expenses', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']], ['0.863571428571', '0.543103448276', '0.2835', ['poi', 'expenses', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']], ['0.831153846154', '0.278911564626', '0.0615', ['poi', 'expenses', 'from_this_person_to_poi', 'salary', 'total_payments']], ['0.863642857143', '0.553466509988', '0.2355', ['poi', 'expenses', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']], ['0.850428571429', '0.443509615385', '0.1845', ['poi', 'expenses', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']], ['0.828214285714', '0.199108469539', '0.067', ['poi', 'expenses', 'restricted_stock', 'salary', 'total_payments']], ['0.859', '0.512428298279', '0.268', ['poi', 'expenses', 'restricted_stock', 'salary', 'exercised_stock_options']], ['0.853733333333', '0.394335511983', '0.181', ['poi', 'expenses', 'restricted_stock', 'total_payments', 'exercised_stock_options']], ['0.843928571429', '0.396648044693', '0.1775', ['poi', 'expenses', 'salary', 'total_payments', 'exercised_stock_options']], ['0.292230769231', '0.178555486117', '1.0', ['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi']], ['0.315307692308', '0.175308177284', '0.9315', ['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages']], ['0.321909090909', '0.20205217771', '0.9255', ['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'other']], ['0.4793', '0.277507978354', '1.0', ['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees']], ['0.3691', '0.240702852329', '1.0', ['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees']], ['0.328272727273', '0.213015230589', '1.0', ['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'bonus']], ['0.264285714286', '0.162601626016', '1.0', ['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value']], ['0.3055', '0.19353590091', '1.0', ['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'from_poi_to_this_person']], ['0.303166666667', '0.186291913215', '0.9445', ['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'from_this_person_to_poi']], ['0.289076923077', '0.177100053505', '0.993', ['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'restricted_stock']], ['0.313333333333', '0.1942375539', '0.991', ['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'salary']], ['0.276153846154', '0.169019117384', '0.946', ['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'total_payments']], ['0.280615384615', '0.176180408739', '1.0', ['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock_deferred', 'exercised_stock_options']], ['0.82775', '0.477039067855', '0.348', ['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages']], ['0.822', '0.336458333333', '0.1615', ['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'other']], ['0.284692307692', '0.177006814762', '1.0', ['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees']], ['0.20075', '0.172547666293', '1.0', ['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees']], ['0.841615384615', '0.480681074001', '0.367', ['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus']], ['0.846142857143', '0.452114427861', '0.3635', ['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value']], ['0.81175', '0.402704733283', '0.268', ['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'from_poi_to_this_person']], ['0.808333333333', '0.379807692308', '0.237', ['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'from_this_person_to_poi']], ['0.8315', '0.399776661083', '0.358', ['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'restricted_stock']], ['0.834', '0.447333333333', '0.3355', ['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'salary']], ['0.844', '0.417562724014', '0.233', ['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'total_payments']], ['0.850642857143', '0.469068660775', '0.345', ['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'exercised_stock_options']], ['0.828923076923', '0.392514395393', '0.2045', ['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'other']], ['0.307307692308', '0.174034434621', '0.935', ['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'director_fees']], ['0.224333333333', '0.169560499186', '0.9375', ['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'resto_dirfees']], ['0.850769230769', '0.521459227468', '0.3645', ['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'bonus']], ['0.861357142857', '0.518706404566', '0.409', ['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'total_stock_value']], ['0.831666666667', '0.492657856094', '0.3355', ['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'from_poi_to_this_person']], ['0.817', '0.433514246947', '0.3195', ['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'from_this_person_to_poi']], ['0.848071428571', '0.459058671825', '0.356', ['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'restricted_stock']], ['0.840461538462', '0.474305555556', '0.3415', ['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'salary']], ['0.848428571429', '0.448911222781', '0.268', ['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'total_payments']], ['0.860357142857', '0.514734774067', '0.393', ['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'exercised_stock_options']], ['0.326454545455', '0.204393922833', '0.935', ['poi', 'deferred_income', 'long_term_incentive', 'other', 'director_fees']], ['0.211090909091', '0.180294906166', '0.9415', ['poi', 'deferred_income', 'long_term_incentive', 'other', 'resto_dirfees']], ['0.812545454545', '0.469246031746', '0.2365', ['poi', 'deferred_income', 'long_term_incentive', 'other', 'bonus']], ['0.850142857143', '0.462365591398', '0.301', ['poi', 'deferred_income', 'long_term_incentive', 'other', 'total_stock_value']], ['0.81725', '0.403015075377', '0.2005', ['poi', 'deferred_income', 'long_term_incentive', 'other', 'from_poi_to_this_person']], ['0.804833333333', '0.348939929329', '0.1975', ['poi', 'deferred_income', 'long_term_incentive', 'other', 'from_this_person_to_poi']], ['0.836769230769', '0.444139194139', '0.2425', ['poi', 'deferred_income', 'long_term_incentive', 'other', 'restricted_stock']], ['0.827454545455', '0.550196850394', '0.2795', ['poi', 'deferred_income', 'long_term_incentive', 'other', 'salary']], ['0.826307692308', '0.359477124183', '0.165', ['poi', 'deferred_income', 'long_term_incentive', 'other', 'total_payments']], ['0.857785714286', '0.503679476697', '0.308', ['poi', 'deferred_income', 'long_term_incentive', 'other', 'exercised_stock_options']], ['0.3627', '0.238863012063', '1.0', ['poi', 'deferred_income', 'long_term_incentive', 'director_fees', 'resto_dirfees']], ['0.325909090909', '0.212426978226', '1.0', ['poi', 'deferred_income', 'long_term_incentive', 'director_fees', 'bonus']], ['0.385071428571', '0.165975942586', '0.821', ['poi', 'deferred_income', 'long_term_incentive', 'director_fees', 'total_stock_value']], ['0.297833333333', '0.191828122003', '1.0', ['poi', 'deferred_income', 'long_term_incentive', 'director_fees', 'from_poi_to_this_person']], ['0.302416666667', '0.184760019792', '0.9335', ['poi', 'deferred_income', 'long_term_incentive', 'director_fees', 'from_this_person_to_poi']], ['0.276615384615', '0.174463594794', '0.992', ['poi', 'deferred_income', 'long_term_incentive', 'director_fees', 'restricted_stock']], ['0.305', '0.192948469585', '0.996', ['poi', 'deferred_income', 'long_term_incentive', 'director_fees', 'salary']], ['0.721538461538', '0.240051347882', '0.374', ['poi', 'deferred_income', 'long_term_incentive', 'director_fees', 'total_payments']], ['0.291', '0.174939194667', '0.971', ['poi', 'deferred_income', 'long_term_incentive', 'director_fees', 'exercised_stock_options']], ['0.218818181818', '0.188803927122', '1.0', ['poi', 'deferred_income', 'long_term_incentive', 'resto_dirfees', 'bonus']], ['0.227857142857', '0.150230268382', '0.946', ['poi', 'deferred_income', 'long_term_incentive', 'resto_dirfees', 'total_stock_value']], ['0.199666666667', '0.172354360565', '1.0', ['poi', 'deferred_income', 'long_term_incentive', 'resto_dirfees', 'from_poi_to_this_person']], ['0.206727272727', '0.178919228566', '0.937', ['poi', 'deferred_income', 'long_term_incentive', 'resto_dirfees', 'from_this_person_to_poi']], ['0.187692307692', '0.158365261814', '0.992', ['poi', 'deferred_income', 'long_term_incentive', 'resto_dirfees', 'restricted_stock']], ['0.214090909091', '0.186704384724', '0.99', ['poi', 'deferred_income', 'long_term_incentive', 'resto_dirfees', 'salary']], ['0.232384615385', '0.152754808948', '0.8775', ['poi', 'deferred_income', 'long_term_incentive', 'resto_dirfees', 'total_payments']], ['0.231846153846', '0.161610169492', '0.9535', ['poi', 'deferred_income', 'long_term_incentive', 'resto_dirfees', 'exercised_stock_options']], ['0.853071428571', '0.481212920237', '0.365', ['poi', 'deferred_income', 'long_term_incentive', 'bonus', 'total_stock_value']], ['0.84975', '0.576773187841', '0.37', ['poi', 'deferred_income', 'long_term_incentive', 'bonus', 'from_poi_to_this_person']], ['0.8305', '0.488111888112', '0.349', ['poi', 'deferred_income', 'long_term_incentive', 'bonus', 'from_this_person_to_poi']], ['0.847230769231', '0.504964539007', '0.356', ['poi', 'deferred_income', 'long_term_incentive', 'bonus', 'restricted_stock']], ['0.834727272727', '0.575581395349', '0.3465', ['poi', 'deferred_income', 'long_term_incentive', 'bonus', 'salary']], ['0.836615384615', '0.438123752495', '0.2195', ['poi', 'deferred_income', 'long_term_incentive', 'bonus', 'total_payments']], ['0.856642857143', '0.497614178596', '0.365', ['poi', 'deferred_income', 'long_term_incentive', 'bonus', 'exercised_stock_options']], ['0.857214285714', '0.500318674315', '0.3925', ['poi', 'deferred_income', 'long_term_incentive', 'total_stock_value', 'from_poi_to_this_person']], ['0.861928571429', '0.522229595222', '0.3935', ['poi', 'deferred_income', 'long_term_incentive', 'total_stock_value', 'from_this_person_to_poi']], ['0.8605', '0.51642208246', '0.3695', ['poi', 'deferred_income', 'long_term_incentive', 'total_stock_value', 'restricted_stock']], ['0.859142857143', '0.509162303665', '0.389', ['poi', 'deferred_income', 'long_term_incentive', 'total_stock_value', 'salary']], ['0.848866666667', '0.411295681063', '0.3095', ['poi', 'deferred_income', 'long_term_incentive', 'total_stock_value', 'total_payments']], ['0.856928571429', '0.499073502162', '0.404', ['poi', 'deferred_income', 'long_term_incentive', 'total_stock_value', 'exercised_stock_options']], ['0.815916666667', '0.412844036697', '0.2475', ['poi', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.846769230769', '0.502828854314', '0.3555', ['poi', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person', 'restricted_stock']], ['0.832166666667', '0.494883040936', '0.3385', ['poi', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person', 'salary']], ['0.847357142857', '0.436515291937', '0.2355', ['poi', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person', 'total_payments']], ['0.861857142857', '0.523174157303', '0.3725', ['poi', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.828461538462', '0.428836633663', '0.3465', ['poi', 'deferred_income', 'long_term_incentive', 'from_this_person_to_poi', 'restricted_stock']], ['0.83975', '0.528925619835', '0.352', ['poi', 'deferred_income', 'long_term_incentive', 'from_this_person_to_poi', 'salary']], ['0.841357142857', '0.405150214592', '0.236', ['poi', 'deferred_income', 'long_term_incentive', 'from_this_person_to_poi', 'total_payments']], ['0.857571428571', '0.502080443828', '0.362', ['poi', 'deferred_income', 'long_term_incentive', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.846846153846', '0.503230437904', '0.3505', ['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock', 'salary']], ['0.829', '0.354933726068', '0.241', ['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock', 'total_payments']], ['0.854571428571', '0.488110964333', '0.3695', ['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock', 'exercised_stock_options']], ['0.835692307692', '0.432', '0.216', ['poi', 'deferred_income', 'long_term_incentive', 'salary', 'total_payments']], ['0.870214285714', '0.564482029598', '0.4005', ['poi', 'deferred_income', 'long_term_incentive', 'salary', 'exercised_stock_options']], ['0.842214285714', '0.424982053123', '0.296', ['poi', 'deferred_income', 'long_term_incentive', 'total_payments', 'exercised_stock_options']], ['0.336416666667', '0.192597174966', '0.934', ['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages']], ['0.279384615385', '0.169892473118', '0.948', ['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other']], ['0.407083333333', '0.219418540867', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees']], ['0.313583333333', '0.195369737228', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees']], ['0.281307692308', '0.176320197479', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus']], ['0.264571428571', '0.162654521796', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value']], ['0.313583333333', '0.195369737228', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person']], ['0.306666666667', '0.18632122295', '0.9385', ['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_this_person_to_poi']], ['0.282384615385', '0.175908729106', '0.9945', ['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'restricted_stock']], ['0.281384615385', '0.175649408023', '0.994', ['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'salary']], ['0.253428571429', '0.154060248854', '0.941', ['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_payments']], ['0.264428571429', '0.162628069605', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'exercised_stock_options']], ['0.299230769231', '0.16669791862', '0.889', ['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages', 'other']], ['0.419083333333', '0.213156376226', '0.9235', ['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages', 'director_fees']], ['0.330666666667', '0.191678593335', '0.9375', ['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees']], ['0.3', '0.171600370028', '0.9275', ['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages', 'bonus']], ['0.283642857143', '0.160047421458', '0.945', ['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages', 'total_stock_value']], ['0.336583333333', '0.19263689801', '0.934', ['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person']], ['0.33', '0.191080196399', '0.934', ['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages', 'from_this_person_to_poi']], ['0.303307692308', '0.173800499214', '0.94', ['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages', 'restricted_stock']], ['0.302846153846', '0.173341966516', '0.937', ['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages', 'salary']], ['0.269', '0.150390625', '0.8855', ['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages', 'total_payments']], ['0.285428571429', '0.160962385632', '0.95', ['poi', 'deferred_income', 'restricted_stock_deferred', 'from_messages', 'exercised_stock_options']], ['0.439363636364', '0.237495275293', '0.9425', ['poi', 'deferred_income', 'restricted_stock_deferred', 'other', 'director_fees']], ['0.331727272727', '0.207307734384', '0.9475', ['poi', 'deferred_income', 'restricted_stock_deferred', 'other', 'resto_dirfees']], ['0.316083333333', '0.188747367365', '0.941', ['poi', 'deferred_income', 'restricted_stock_deferred', 'other', 'bonus']], ['0.262285714286', '0.156095143707', '0.945', ['poi', 'deferred_income', 'restricted_stock_deferred', 'other', 'total_stock_value']], ['0.285846153846', '0.169569951007', '0.9345', ['poi', 'deferred_income', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person']], ['0.293166666667', '0.177640740004', '0.893', ['poi', 'deferred_income', 'restricted_stock_deferred', 'other', 'from_this_person_to_poi']], ['0.276615384615', '0.168872987478', '0.944', ['poi', 'deferred_income', 'restricted_stock_deferred', 'other', 'restricted_stock']], ['0.304166666667', '0.18539437178', '0.9355', ['poi', 'deferred_income', 'restricted_stock_deferred', 'other', 'salary']], ['0.281846153846', '0.169191919192', '0.938', ['poi', 'deferred_income', 'restricted_stock_deferred', 'other', 'total_payments']], ['0.260571428571', '0.15623971024', '0.949', ['poi', 'deferred_income', 'restricted_stock_deferred', 'other', 'exercised_stock_options']], ['0.707333333333', '0.362844702467', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees']], ['0.449454545455', '0.248262164846', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees', 'bonus']], ['0.345428571429', '0.179147259047', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees', 'total_stock_value']], ['0.444545454545', '0.246609124538', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person']], ['0.3988', '0.135755813953', '0.934', ['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees', 'from_this_person_to_poi']], ['0.384692307692', '0.199358524607', '0.9945', ['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees', 'restricted_stock']], ['0.414583333333', '0.220616034694', '0.992', ['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees', 'salary']], ['0.363230769231', '0.188591269841', '0.9505', ['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees', 'total_payments']], ['0.380769230769', '0.199004975124', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees', 'exercised_stock_options']], ['0.344909090909', '0.217249619813', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees', 'bonus']], ['0.2665', '0.163012470454', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value']], ['0.338090909091', '0.215494020041', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person']], ['0.3471', '0.226872512363', '0.9405', ['poi', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees', 'from_this_person_to_poi']], ['0.307083333333', '0.193357288531', '0.9955', ['poi', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees', 'restricted_stock']], ['0.308416666667', '0.193836881501', '0.997', ['poi', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees', 'salary']], ['0.275461538462', '0.169414490687', '0.9505', ['poi', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees', 'total_payments']], ['0.288076923077', '0.177698800533', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'resto_dirfees', 'exercised_stock_options']], ['0.261214285714', '0.16203516163', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'bonus', 'total_stock_value']], ['0.304166666667', '0.193236714976', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person']], ['0.303666666667', '0.185719936709', '0.939', ['poi', 'deferred_income', 'restricted_stock_deferred', 'bonus', 'from_this_person_to_poi']], ['0.285307692308', '0.176329574714', '0.993', ['poi', 'deferred_income', 'restricted_stock_deferred', 'bonus', 'restricted_stock']], ['0.308416666667', '0.193836881501', '0.997', ['poi', 'deferred_income', 'restricted_stock_deferred', 'bonus', 'salary']], ['0.278538461538', '0.169429262611', '0.9455', ['poi', 'deferred_income', 'restricted_stock_deferred', 'bonus', 'total_payments']], ['0.266142857143', '0.162946064853', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'bonus', 'exercised_stock_options']], ['0.264571428571', '0.162654521796', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person']], ['0.259571428571', '0.161733786188', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'total_stock_value', 'from_this_person_to_poi']], ['0.2665', '0.163012470454', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'total_stock_value', 'restricted_stock']], ['0.267714285714', '0.163238654913', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'total_stock_value', 'salary']], ['0.285933333333', '0.14712792676', '0.908', ['poi', 'deferred_income', 'restricted_stock_deferred', 'total_stock_value', 'total_payments']], ['0.266928571429', '0.163037272653', '0.9995', ['poi', 'deferred_income', 'restricted_stock_deferred', 'total_stock_value', 'exercised_stock_options']], ['0.317818181818', '0.20112945265', '0.926', ['poi', 'deferred_income', 'restricted_stock_deferred', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.279153846154', '0.17497133786', '0.992', ['poi', 'deferred_income', 'restricted_stock_deferred', 'from_poi_to_this_person', 'restricted_stock']], ['0.285230769231', '0.175853485064', '0.989', ['poi', 'deferred_income', 'restricted_stock_deferred', 'from_poi_to_this_person', 'salary']], ['0.259785714286', '0.156437433243', '0.952', ['poi', 'deferred_income', 'restricted_stock_deferred', 'from_poi_to_this_person', 'total_payments']], ['0.265', '0.162733930024', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.276538461538', '0.16701142189', '0.9285', ['poi', 'deferred_income', 'restricted_stock_deferred', 'from_this_person_to_poi', 'restricted_stock']], ['0.283538461538', '0.169289202387', '0.936', ['poi', 'deferred_income', 'restricted_stock_deferred', 'from_this_person_to_poi', 'salary']], ['0.259642857143', '0.155619596542', '0.945', ['poi', 'deferred_income', 'restricted_stock_deferred', 'from_this_person_to_poi', 'total_payments']], ['0.270714285714', '0.1638001638', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.284', '0.17617866005', '0.994', ['poi', 'deferred_income', 'restricted_stock_deferred', 'restricted_stock', 'salary']], ['0.266714285714', '0.155640726546', '0.934', ['poi', 'deferred_income', 'restricted_stock_deferred', 'restricted_stock', 'total_payments']], ['0.2665', '0.163012470454', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'restricted_stock', 'exercised_stock_options']], ['0.276769230769', '0.169080829757', '0.9455', ['poi', 'deferred_income', 'restricted_stock_deferred', 'salary', 'total_payments']], ['0.265142857143', '0.162760416667', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'salary', 'exercised_stock_options']], ['0.296733333333', '0.147928506713', '0.898', ['poi', 'deferred_income', 'restricted_stock_deferred', 'total_payments', 'exercised_stock_options']], ['0.820384615385', '0.324973876698', '0.1555', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'other']], ['0.332333333333', '0.191565770573', '0.9335', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'director_fees']], ['0.240818181818', '0.184688710158', '0.93', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees']], ['0.839416666667', '0.528360528361', '0.34', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'bonus']], ['0.851428571429', '0.473684210526', '0.36', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value']], ['0.794363636364', '0.377110694184', '0.201', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person']], ['0.782', '0.336885245902', '0.2055', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'from_this_person_to_poi']], ['0.832846153846', '0.435011269722', '0.2895', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'restricted_stock']], ['0.847615384615', '0.50700073692', '0.344', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'salary']], ['0.846214285714', '0.416210295728', '0.19', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'total_payments']], ['0.861214285714', '0.519480519481', '0.38', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'exercised_stock_options']], ['0.275076923077', '0.168275245755', '0.9415', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'other', 'director_fees']], ['0.178615384615', '0.151709744742', '0.945', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'other', 'resto_dirfees']], ['0.827461538462', '0.385915492958', '0.2055', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'other', 'bonus']], ['0.859733333333', '0.457516339869', '0.28', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'other', 'total_stock_value']], ['0.814846153846', '0.295065458207', '0.1465', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person']], ['0.809846153846', '0.273946360153', '0.143', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi']], ['0.838', '0.38547008547', '0.2255', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'other', 'restricted_stock']], ['0.834153846154', '0.425', '0.221', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'other', 'salary']], ['0.836', '0.347422680412', '0.1685', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'other', 'total_payments']], ['0.856857142857', '0.498254799302', '0.2855', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'other', 'exercised_stock_options']], ['0.306166666667', '0.193685841565', '1.0', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees']], ['0.285307692308', '0.177132229209', '1.0', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'director_fees', 'bonus']], ['0.319466666667', '0.15651155005', '0.935', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value']], ['0.306333333333', '0.193723363038', '1.0', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person']], ['0.30325', '0.185192517074', '0.9355', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi']], ['0.260214285714', '0.161303396288', '0.995', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'director_fees', 'restricted_stock']], ['0.277076923077', '0.174441119521', '0.991', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'director_fees', 'salary']], ['0.682428571429', '0.219237832874', '0.4775', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'director_fees', 'total_payments']], ['0.313357142857', '0.168105327404', '0.964', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'director_fees', 'exercised_stock_options']], ['0.196583333333', '0.171806545829', '1.0', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus']], ['0.229071428571', '0.150822015726', '0.9495', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value']], ['0.215454545455', '0.188146754468', '1.0', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person']], ['0.207090909091', '0.17861923886', '0.934', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi']], ['0.184923076923', '0.158129175947', '0.994', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees', 'restricted_stock']], ['0.184230769231', '0.157798457011', '0.992', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees', 'salary']], ['0.227', '0.142834008097', '0.882', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees', 'total_payments']], ['0.228857142857', '0.151781472684', '0.9585', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'resto_dirfees', 'exercised_stock_options']], ['0.840571428571', '0.428217821782', '0.346', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'bonus', 'total_stock_value']], ['0.837833333333', '0.520897832817', '0.3365', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person']], ['0.82825', '0.477882523568', '0.3295', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi']], ['0.823692307692', '0.404699738903', '0.31', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'bonus', 'restricted_stock']], ['0.840230769231', '0.469517022961', '0.2965', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'bonus', 'salary']], ['0.844', '0.415285451197', '0.2255', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'bonus', 'total_payments']], ['0.845714285714', '0.447643979058', '0.342', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'bonus', 'exercised_stock_options']], ['0.8445', '0.443159922929', '0.345', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person']], ['0.844214285714', '0.441499676794', '0.3415', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi']], ['0.849857142857', '0.465863453815', '0.348', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value', 'restricted_stock']], ['0.849', '0.462450592885', '0.351', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value', 'salary']], ['0.853066666667', '0.425655976676', '0.292', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value', 'total_payments']], ['0.860571428571', '0.516304347826', '0.38', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value', 'exercised_stock_options']], ['0.783818181818', '0.307926829268', '0.1515', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.813153846154', '0.35952848723', '0.2745', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'restricted_stock']], ['0.825538461538', '0.406293706294', '0.2905', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'salary']], ['0.847214285714', '0.419279907085', '0.1805', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'total_payments']], ['0.858', '0.504115226337', '0.3675', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.815153846154', '0.362831858407', '0.2665', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'restricted_stock']], ['0.825230769231', '0.404225352113', '0.287', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'salary']], ['0.847714285714', '0.422535211268', '0.18', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'total_payments']], ['0.860642857143', '0.517363571935', '0.365', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.834142857143', '0.399375', '0.3195', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'restricted_stock', 'salary']], ['0.841214285714', '0.401762114537', '0.228', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'restricted_stock', 'total_payments']], ['0.853', '0.480055020633', '0.349', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'restricted_stock', 'exercised_stock_options']], ['0.848642857143', '0.441263573544', '0.2235', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'salary', 'total_payments']], ['0.8515', '0.472626472626', '0.341', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'salary', 'exercised_stock_options']], ['0.854133333333', '0.427244582043', '0.276', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'total_payments', 'exercised_stock_options']], ['0.316769230769', '0.169388931591', '0.8815', ['poi', 'deferred_income', 'from_messages', 'other', 'director_fees']], ['0.202076923077', '0.149048537178', '0.889', ['poi', 'deferred_income', 'from_messages', 'other', 'resto_dirfees']], ['0.832538461538', '0.412635735439', '0.209', ['poi', 'deferred_income', 'from_messages', 'other', 'bonus']], ['0.860066666667', '0.461716937355', '0.2985', ['poi', 'deferred_income', 'from_messages', 'other', 'total_stock_value']], ['0.822307692308', '0.334047109208', '0.156', ['poi', 'deferred_income', 'from_messages', 'other', 'from_poi_to_this_person']], ['0.815923076923', '0.308666017527', '0.1585', ['poi', 'deferred_income', 'from_messages', 'other', 'from_this_person_to_poi']], ['0.841428571429', '0.405008635579', '0.2345', ['poi', 'deferred_income', 'from_messages', 'other', 'restricted_stock']], ['0.839230769231', '0.460456942004', '0.262', ['poi', 'deferred_income', 'from_messages', 'other', 'salary']], ['0.840857142857', '0.374725274725', '0.1705', ['poi', 'deferred_income', 'from_messages', 'other', 'total_payments']], ['0.855142857143', '0.488691437803', '0.3025', ['poi', 'deferred_income', 'from_messages', 'other', 'exercised_stock_options']], ['0.3265', '0.190451954397', '0.9355', ['poi', 'deferred_income', 'from_messages', 'director_fees', 'resto_dirfees']], ['0.312923076923', '0.175224887556', '0.935', ['poi', 'deferred_income', 'from_messages', 'director_fees', 'bonus']], ['0.289', '0.151812263923', '0.9445', ['poi', 'deferred_income', 'from_messages', 'director_fees', 'total_stock_value']], ['0.3325', '0.191605090312', '0.9335', ['poi', 'deferred_income', 'from_messages', 'director_fees', 'from_poi_to_this_person']], ['0.326083333333', '0.190102840851', '0.9335', ['poi', 'deferred_income', 'from_messages', 'director_fees', 'from_this_person_to_poi']], ['0.299', '0.160909564312', '0.927', ['poi', 'deferred_income', 'from_messages', 'director_fees', 'restricted_stock']], ['0.296923076923', '0.171391752577', '0.931', ['poi', 'deferred_income', 'from_messages', 'director_fees', 'salary']], ['0.342571428571', '0.156166475754', '0.818', ['poi', 'deferred_income', 'from_messages', 'director_fees', 'total_payments']], ['0.301142857143', '0.164019337017', '0.95', ['poi', 'deferred_income', 'from_messages', 'director_fees', 'exercised_stock_options']], ['0.220583333333', '0.168694241687', '0.936', ['poi', 'deferred_income', 'from_messages', 'resto_dirfees', 'bonus']], ['0.208357142857', '0.14461225448', '0.924', ['poi', 'deferred_income', 'from_messages', 'resto_dirfees', 'total_stock_value']], ['0.240818181818', '0.184688710158', '0.93', ['poi', 'deferred_income', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person']], ['0.233090909091', '0.183142969673', '0.93', ['poi', 'deferred_income', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi']], ['0.208307692308', '0.155990706937', '0.94', ['poi', 'deferred_income', 'from_messages', 'resto_dirfees', 'restricted_stock']], ['0.207', '0.154798504362', '0.9315', ['poi', 'deferred_income', 'from_messages', 'resto_dirfees', 'salary']], ['0.245071428571', '0.140169648106', '0.8345', ['poi', 'deferred_income', 'from_messages', 'resto_dirfees', 'total_payments']], ['0.2025', '0.144794977134', '0.934', ['poi', 'deferred_income', 'from_messages', 'resto_dirfees', 'exercised_stock_options']], ['0.854071428571', '0.485344239945', '0.356', ['poi', 'deferred_income', 'from_messages', 'bonus', 'total_stock_value']], ['0.848', '0.573578595318', '0.343', ['poi', 'deferred_income', 'from_messages', 'bonus', 'from_poi_to_this_person']], ['0.852', '0.598591549296', '0.34', ['poi', 'deferred_income', 'from_messages', 'bonus', 'from_this_person_to_poi']], ['0.842076923077', '0.479724560061', '0.3135', ['poi', 'deferred_income', 'from_messages', 'bonus', 'restricted_stock']], ['0.847615384615', '0.507084265474', '0.34', ['poi', 'deferred_income', 'from_messages', 'bonus', 'salary']], ['0.852785714286', '0.468062827225', '0.2235', ['poi', 'deferred_income', 'from_messages', 'bonus', 'total_payments']], ['0.858714285714', '0.507913669065', '0.353', ['poi', 'deferred_income', 'from_messages', 'bonus', 'exercised_stock_options']], ['0.866285714286', '0.545070422535', '0.387', ['poi', 'deferred_income', 'from_messages', 'total_stock_value', 'from_poi_to_this_person']], ['0.8655', '0.541459957477', '0.382', ['poi', 'deferred_income', 'from_messages', 'total_stock_value', 'from_this_person_to_poi']], ['0.867357142857', '0.550105115627', '0.3925', ['poi', 'deferred_income', 'from_messages', 'total_stock_value', 'restricted_stock']], ['0.8695', '0.560701754386', '0.3995', ['poi', 'deferred_income', 'from_messages', 'total_stock_value', 'salary']], ['0.8604', '0.463846153846', '0.3015', ['poi', 'deferred_income', 'from_messages', 'total_stock_value', 'total_payments']], ['0.855285714286', '0.491698595147', '0.385', ['poi', 'deferred_income', 'from_messages', 'total_stock_value', 'exercised_stock_options']], ['0.786818181818', '0.372316802369', '0.2515', ['poi', 'deferred_income', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.843384615385', '0.485', '0.291', ['poi', 'deferred_income', 'from_messages', 'from_poi_to_this_person', 'restricted_stock']], ['0.845307692308', '0.496068620443', '0.347', ['poi', 'deferred_income', 'from_messages', 'from_poi_to_this_person', 'salary']], ['0.851', '0.449530516432', '0.1915', ['poi', 'deferred_income', 'from_messages', 'from_poi_to_this_person', 'total_payments']], ['0.870142857143', '0.561736770692', '0.414', ['poi', 'deferred_income', 'from_messages', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.839384615385', '0.462900505902', '0.2745', ['poi', 'deferred_income', 'from_messages', 'from_this_person_to_poi', 'restricted_stock']], ['0.835692307692', '0.455844155844', '0.351', ['poi', 'deferred_income', 'from_messages', 'from_this_person_to_poi', 'salary']], ['0.851642857143', '0.454221165279', '0.191', ['poi', 'deferred_income', 'from_messages', 'from_this_person_to_poi', 'total_payments']], ['0.871142857143', '0.56940509915', '0.402', ['poi', 'deferred_income', 'from_messages', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.855714285714', '0.493084370678', '0.3565', ['poi', 'deferred_income', 'from_messages', 'restricted_stock', 'salary']], ['0.846928571429', '0.434222631095', '0.236', ['poi', 'deferred_income', 'from_messages', 'restricted_stock', 'total_payments']], ['0.862928571429', '0.527126590757', '0.3935', ['poi', 'deferred_income', 'from_messages', 'restricted_stock', 'exercised_stock_options']], ['0.858214285714', '0.508305647841', '0.2295', ['poi', 'deferred_income', 'from_messages', 'salary', 'total_payments']], ['0.867928571429', '0.553356890459', '0.3915', ['poi', 'deferred_income', 'from_messages', 'salary', 'exercised_stock_options']], ['0.858866666667', '0.452936444087', '0.2815', ['poi', 'deferred_income', 'from_messages', 'total_payments', 'exercised_stock_options']], ['0.321090909091', '0.204432432432', '0.9455', ['poi', 'deferred_income', 'other', 'director_fees', 'resto_dirfees']], ['0.317545454545', '0.200999022695', '0.9255', ['poi', 'deferred_income', 'other', 'director_fees', 'bonus']], ['0.650066666667', '0.191687227178', '0.505', ['poi', 'deferred_income', 'other', 'director_fees', 'total_stock_value']], ['0.279153846154', '0.168480705226', '0.9365', ['poi', 'deferred_income', 'other', 'director_fees', 'from_poi_to_this_person']], ['0.2915', '0.176903200159', '0.89', ['poi', 'deferred_income', 'other', 'director_fees', 'from_this_person_to_poi']], ['0.268', '0.166725789287', '0.94', ['poi', 'deferred_income', 'other', 'director_fees', 'restricted_stock']], ['0.303416666667', '0.185975308642', '0.9415', ['poi', 'deferred_income', 'other', 'director_fees', 'salary']], ['0.753153846154', '0.249896565991', '0.302', ['poi', 'deferred_income', 'other', 'director_fees', 'total_payments']], ['0.548714285714', '0.177086449297', '0.592', ['poi', 'deferred_income', 'other', 'director_fees', 'exercised_stock_options']], ['0.211636363636', '0.179600461007', '0.935', ['poi', 'deferred_income', 'other', 'resto_dirfees', 'bonus']], ['0.227142857143', '0.143665158371', '0.889', ['poi', 'deferred_income', 'other', 'resto_dirfees', 'total_stock_value']], ['0.191', '0.164285714286', '0.943', ['poi', 'deferred_income', 'other', 'resto_dirfees', 'from_poi_to_this_person']], ['0.189416666667', '0.15733924612', '0.887', ['poi', 'deferred_income', 'other', 'resto_dirfees', 'from_this_person_to_poi']], ['0.183307692308', '0.151782106199', '0.939', ['poi', 'deferred_income', 'other', 'resto_dirfees', 'restricted_stock']], ['0.207363636364', '0.179161493649', '0.938', ['poi', 'deferred_income', 'other', 'resto_dirfees', 'salary']], ['0.236692307692', '0.152834983788', '0.872', ['poi', 'deferred_income', 'other', 'resto_dirfees', 'total_payments']], ['0.220071428571', '0.142982947722', '0.893', ['poi', 'deferred_income', 'other', 'resto_dirfees', 'exercised_stock_options']], ['0.8515', '0.467000835422', '0.2795', ['poi', 'deferred_income', 'other', 'bonus', 'total_stock_value']], ['0.82975', '0.476806903991', '0.221', ['poi', 'deferred_income', 'other', 'bonus', 'from_poi_to_this_person']], ['0.817083333333', '0.412082957619', '0.2285', ['poi', 'deferred_income', 'other', 'bonus', 'from_this_person_to_poi']], ['0.835846153846', '0.438532110092', '0.239', ['poi', 'deferred_income', 'other', 'bonus', 'restricted_stock']], ['0.815090909091', '0.481026785714', '0.2155', ['poi', 'deferred_income', 'other', 'bonus', 'salary']], ['0.831923076923', '0.406091370558', '0.2', ['poi', 'deferred_income', 'other', 'bonus', 'total_payments']], ['0.8505', '0.461853978671', '0.2815', ['poi', 'deferred_income', 'other', 'bonus', 'exercised_stock_options']], ['0.864533333333', '0.486417657046', '0.2865', ['poi', 'deferred_income', 'other', 'total_stock_value', 'from_poi_to_this_person']], ['0.860928571429', '0.524069028156', '0.2885', ['poi', 'deferred_income', 'other', 'total_stock_value', 'from_this_person_to_poi']], ['0.8585', '0.508168529665', '0.2955', ['poi', 'deferred_income', 'other', 'total_stock_value', 'restricted_stock']], ['0.857071428571', '0.499569336779', '0.29', ['poi', 'deferred_income', 'other', 'total_stock_value', 'salary']], ['0.8546', '0.433012583272', '0.2925', ['poi', 'deferred_income', 'other', 'total_stock_value', 'total_payments']], ['0.857357142857', '0.501120238984', '0.3355', ['poi', 'deferred_income', 'other', 'total_stock_value', 'exercised_stock_options']], ['0.808833333333', '0.349385245902', '0.1705', ['poi', 'deferred_income', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.8425', '0.402843601896', '0.2125', ['poi', 'deferred_income', 'other', 'from_poi_to_this_person', 'restricted_stock']], ['0.82925', '0.473740621651', '0.221', ['poi', 'deferred_income', 'other', 'from_poi_to_this_person', 'salary']], ['0.84', '0.37012987013', '0.171', ['poi', 'deferred_income', 'other', 'from_poi_to_this_person', 'total_payments']], ['0.858357142857', '0.507720254314', '0.2795', ['poi', 'deferred_income', 'other', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.815615384615', '0.333891213389', '0.1995', ['poi', 'deferred_income', 'other', 'from_this_person_to_poi', 'restricted_stock']], ['0.822166666667', '0.437265917603', '0.2335', ['poi', 'deferred_income', 'other', 'from_this_person_to_poi', 'salary']], ['0.834571428571', '0.337113402062', '0.1635', ['poi', 'deferred_income', 'other', 'from_this_person_to_poi', 'total_payments']], ['0.860642857143', '0.522333637192', '0.2865', ['poi', 'deferred_income', 'other', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.840384615385', '0.463414634146', '0.2375', ['poi', 'deferred_income', 'other', 'restricted_stock', 'salary']], ['0.834428571429', '0.369243421053', '0.2245', ['poi', 'deferred_income', 'other', 'restricted_stock', 'total_payments']], ['0.852714285714', '0.475120385233', '0.296', ['poi', 'deferred_income', 'other', 'restricted_stock', 'exercised_stock_options']], ['0.838307692308', '0.443333333333', '0.1995', ['poi', 'deferred_income', 'other', 'salary', 'total_payments']], ['0.859785714286', '0.516503122212', '0.2895', ['poi', 'deferred_income', 'other', 'salary', 'exercised_stock_options']], ['0.848428571429', '0.451043338684', '0.281', ['poi', 'deferred_income', 'other', 'total_payments', 'exercised_stock_options']], ['0.35', '0.235294117647', '1.0', ['poi', 'deferred_income', 'director_fees', 'resto_dirfees', 'bonus']], ['0.255285714286', '0.160952840818', '1.0', ['poi', 'deferred_income', 'director_fees', 'resto_dirfees', 'total_stock_value']], ['0.333636363636', '0.21436227224', '1.0', ['poi', 'deferred_income', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person']], ['0.3414', '0.224000962927', '0.9305', ['poi', 'deferred_income', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi']], ['0.280230769231', '0.175359632866', '0.9935', ['poi', 'deferred_income', 'director_fees', 'resto_dirfees', 'restricted_stock']], ['0.323909090909', '0.211074503135', '0.993', ['poi', 'deferred_income', 'director_fees', 'resto_dirfees', 'salary']], ['0.277076923077', '0.16961414791', '0.9495', ['poi', 'deferred_income', 'director_fees', 'resto_dirfees', 'total_payments']], ['0.279615384615', '0.175978882534', '1.0', ['poi', 'deferred_income', 'director_fees', 'resto_dirfees', 'exercised_stock_options']], ['0.580357142857', '0.214779920506', '0.7295', ['poi', 'deferred_income', 'director_fees', 'bonus', 'total_stock_value']], ['0.296583333333', '0.191552533282', '1.0', ['poi', 'deferred_income', 'director_fees', 'bonus', 'from_poi_to_this_person']], ['0.29825', '0.184099183312', '0.9355', ['poi', 'deferred_income', 'director_fees', 'bonus', 'from_this_person_to_poi']], ['0.279692307692', '0.175022065313', '0.9915', ['poi', 'deferred_income', 'director_fees', 'bonus', 'restricted_stock']], ['0.324272727273', '0.211164274322', '0.993', ['poi', 'deferred_income', 'director_fees', 'bonus', 'salary']], ['0.727846153846', '0.241077441077', '0.358', ['poi', 'deferred_income', 'director_fees', 'bonus', 'total_payments']], ['0.427285714286', '0.181923890063', '0.8605', ['poi', 'deferred_income', 'director_fees', 'bonus', 'exercised_stock_options']], ['0.249933333333', '0.150932005132', '1.0', ['poi', 'deferred_income', 'director_fees', 'total_stock_value', 'from_poi_to_this_person']], ['0.260357142857', '0.161494206304', '0.9965', ['poi', 'deferred_income', 'director_fees', 'total_stock_value', 'from_this_person_to_poi']], ['0.526428571429', '0.179274037129', '0.647', ['poi', 'deferred_income', 'director_fees', 'total_stock_value', 'restricted_stock']], ['0.444866666667', '0.184816180134', '0.9275', ['poi', 'deferred_income', 'director_fees', 'total_stock_value', 'salary']], ['0.787133333333', '0.298819561551', '0.443', ['poi', 'deferred_income', 'director_fees', 'total_stock_value', 'total_payments']], ['0.730785714286', '0.255730461199', '0.463', ['poi', 'deferred_income', 'director_fees', 'total_stock_value', 'exercised_stock_options']], ['0.329727272727', '0.205266044981', '0.9355', ['poi', 'deferred_income', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.274769230769', '0.174381904261', '0.9945', ['poi', 'deferred_income', 'director_fees', 'from_poi_to_this_person', 'restricted_stock']], ['0.283769230769', '0.175672078786', '0.99', ['poi', 'deferred_income', 'director_fees', 'from_poi_to_this_person', 'salary']], ['0.670214285714', '0.184166063239', '0.3815', ['poi', 'deferred_income', 'director_fees', 'from_poi_to_this_person', 'total_payments']], ['0.260214285714', '0.161796843383', '0.9995', ['poi', 'deferred_income', 'director_fees', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.271692307692', '0.166904549509', '0.9355', ['poi', 'deferred_income', 'director_fees', 'from_this_person_to_poi', 'restricted_stock']], ['0.29325', '0.183018683361', '0.9355', ['poi', 'deferred_income', 'director_fees', 'from_this_person_to_poi', 'salary']], ['0.684428571429', '0.189362795478', '0.3685', ['poi', 'deferred_income', 'director_fees', 'from_this_person_to_poi', 'total_payments']], ['0.259714285714', '0.157381615599', '0.9605', ['poi', 'deferred_income', 'director_fees', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.275153846154', '0.174857643452', '0.998', ['poi', 'deferred_income', 'director_fees', 'restricted_stock', 'salary']], ['0.744928571429', '0.240158782666', '0.363', ['poi', 'deferred_income', 'director_fees', 'restricted_stock', 'total_payments']], ['0.428071428571', '0.169763606377', '0.772', ['poi', 'deferred_income', 'director_fees', 'restricted_stock', 'exercised_stock_options']], ['0.718230769231', '0.246106870229', '0.403', ['poi', 'deferred_income', 'director_fees', 'salary', 'total_payments']], ['0.309928571429', '0.168956874946', '0.9775', ['poi', 'deferred_income', 'director_fees', 'salary', 'exercised_stock_options']], ['0.766142857143', '0.286528150134', '0.4275', ['poi', 'deferred_income', 'director_fees', 'total_payments', 'exercised_stock_options']], ['0.228714285714', '0.151647133354', '0.9575', ['poi', 'deferred_income', 'resto_dirfees', 'bonus', 'total_stock_value']], ['0.20175', '0.172726487607', '1.0', ['poi', 'deferred_income', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']], ['0.207909090909', '0.179692718771', '0.9415', ['poi', 'deferred_income', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']], ['0.186230769231', '0.157907329133', '0.99', ['poi', 'deferred_income', 'resto_dirfees', 'bonus', 'restricted_stock']], ['0.215545454545', '0.187104691778', '0.991', ['poi', 'deferred_income', 'resto_dirfees', 'bonus', 'salary']], ['0.233615384615', '0.153511443739', '0.882', ['poi', 'deferred_income', 'resto_dirfees', 'bonus', 'total_payments']], ['0.224642857143', '0.150690335306', '0.955', ['poi', 'deferred_income', 'resto_dirfees', 'bonus', 'exercised_stock_options']], ['0.2255', '0.149170832342', '0.94', ['poi', 'deferred_income', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']], ['0.222357142857', '0.149869986605', '0.951', ['poi', 'deferred_income', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']], ['0.224071428571', '0.150153943317', '0.951', ['poi', 'deferred_income', 'resto_dirfees', 'total_stock_value', 'restricted_stock']], ['0.234857142857', '0.150905593845', '0.9415', ['poi', 'deferred_income', 'resto_dirfees', 'total_stock_value', 'salary']], ['0.2254', '0.135726728774', '0.896', ['poi', 'deferred_income', 'resto_dirfees', 'total_stock_value', 'total_payments']], ['0.227857142857', '0.150563223862', '0.949', ['poi', 'deferred_income', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']], ['0.209454545455', '0.178076923077', '0.926', ['poi', 'deferred_income', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.181692307692', '0.157385372045', '0.992', ['poi', 'deferred_income', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']], ['0.198833333333', '0.17118673346', '0.991', ['poi', 'deferred_income', 'resto_dirfees', 'from_poi_to_this_person', 'salary']], ['0.215571428571', '0.143288324067', '0.902', ['poi', 'deferred_income', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']], ['0.2205', '0.149673767786', '0.952', ['poi', 'deferred_income', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.174615384615', '0.149115755627', '0.9275', ['poi', 'deferred_income', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']], ['0.192583333333', '0.162437439635', '0.925', ['poi', 'deferred_income', 'resto_dirfees', 'from_this_person_to_poi', 'salary']], ['0.218', '0.141965428937', '0.887', ['poi', 'deferred_income', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']], ['0.224857142857', '0.150063251107', '0.949', ['poi', 'deferred_income', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.184230769231', '0.157852882704', '0.9925', ['poi', 'deferred_income', 'resto_dirfees', 'restricted_stock', 'salary']], ['0.222071428571', '0.141520845093', '0.8775', ['poi', 'deferred_income', 'resto_dirfees', 'restricted_stock', 'total_payments']], ['0.222785714286', '0.149940875049', '0.951', ['poi', 'deferred_income', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']], ['0.232307692308', '0.152378463147', '0.8745', ['poi', 'deferred_income', 'resto_dirfees', 'salary', 'total_payments']], ['0.226071428571', '0.15070767771', '0.953', ['poi', 'deferred_income', 'resto_dirfees', 'salary', 'exercised_stock_options']], ['0.218642857143', '0.142582966813', '0.8915', ['poi', 'deferred_income', 'resto_dirfees', 'total_payments', 'exercised_stock_options']], ['0.856785714286', '0.498205312276', '0.347', ['poi', 'deferred_income', 'bonus', 'total_stock_value', 'from_poi_to_this_person']], ['0.856642857143', '0.497543859649', '0.3545', ['poi', 'deferred_income', 'bonus', 'total_stock_value', 'from_this_person_to_poi']], ['0.857071428571', '0.499637943519', '0.345', ['poi', 'deferred_income', 'bonus', 'total_stock_value', 'restricted_stock']], ['0.8465', '0.45202833226', '0.351', ['poi', 'deferred_income', 'bonus', 'total_stock_value', 'salary']], ['0.8544', '0.432053175775', '0.2925', ['poi', 'deferred_income', 'bonus', 'total_stock_value', 'total_payments']], ['0.856285714286', '0.496138996139', '0.3855', ['poi', 'deferred_income', 'bonus', 'total_stock_value', 'exercised_stock_options']], ['0.83625', '0.514546965919', '0.3095', ['poi', 'deferred_income', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.845230769231', '0.495260663507', '0.3135', ['poi', 'deferred_income', 'bonus', 'from_poi_to_this_person', 'restricted_stock']], ['0.8425', '0.547993019197', '0.314', ['poi', 'deferred_income', 'bonus', 'from_poi_to_this_person', 'salary']], ['0.8585', '0.51061452514', '0.2285', ['poi', 'deferred_income', 'bonus', 'from_poi_to_this_person', 'total_payments']], ['0.861785714286', '0.524790236461', '0.344', ['poi', 'deferred_income', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.835692307692', '0.450581395349', '0.31', ['poi', 'deferred_income', 'bonus', 'from_this_person_to_poi', 'restricted_stock']], ['0.839166666667', '0.529914529915', '0.31', ['poi', 'deferred_income', 'bonus', 'from_this_person_to_poi', 'salary']], ['0.852928571429', '0.468381564845', '0.2185', ['poi', 'deferred_income', 'bonus', 'from_this_person_to_poi', 'total_payments']], ['0.8605', '0.517629407352', '0.345', ['poi', 'deferred_income', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.842923076923', '0.483771251932', '0.313', ['poi', 'deferred_income', 'bonus', 'restricted_stock', 'salary']], ['0.834', '0.369143780291', '0.2285', ['poi', 'deferred_income', 'bonus', 'restricted_stock', 'total_payments']], ['0.852214285714', '0.47622329428', '0.3455', ['poi', 'deferred_income', 'bonus', 'restricted_stock', 'exercised_stock_options']], ['0.844076923077', '0.484356894554', '0.209', ['poi', 'deferred_income', 'bonus', 'salary', 'total_payments']], ['0.863071428571', '0.530809205642', '0.3575', ['poi', 'deferred_income', 'bonus', 'salary', 'exercised_stock_options']], ['0.848857142857', '0.453301127214', '0.2815', ['poi', 'deferred_income', 'bonus', 'total_payments', 'exercised_stock_options']], ['0.861', '0.519970414201', '0.3515', ['poi', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.866142857143', '0.545918367347', '0.3745', ['poi', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']], ['0.8595', '0.512123438648', '0.3485', ['poi', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person', 'salary']], ['0.855266666667', '0.436431226766', '0.2935', ['poi', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']], ['0.859428571429', '0.510752688172', '0.38', ['poi', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.8675', '0.555898226677', '0.3605', ['poi', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']], ['0.865714285714', '0.546367851623', '0.3535', ['poi', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi', 'salary']], ['0.855266666667', '0.436241610738', '0.2925', ['poi', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']], ['0.863785714286', '0.532135452661', '0.385', ['poi', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.860071428571', '0.514909090909', '0.354', ['poi', 'deferred_income', 'total_stock_value', 'restricted_stock', 'salary']], ['0.862', '0.472868217054', '0.305', ['poi', 'deferred_income', 'total_stock_value', 'restricted_stock', 'total_payments']], ['0.867071428571', '0.54982078853', '0.3835', ['poi', 'deferred_income', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']], ['0.854333333333', '0.431935246505', '0.2935', ['poi', 'deferred_income', 'total_stock_value', 'salary', 'total_payments']], ['0.862142857143', '0.523680649526', '0.387', ['poi', 'deferred_income', 'total_stock_value', 'salary', 'exercised_stock_options']], ['0.861533333333', '0.47263681592', '0.3325', ['poi', 'deferred_income', 'total_stock_value', 'total_payments', 'exercised_stock_options']], ['0.827692307692', '0.403069466882', '0.2495', ['poi', 'deferred_income', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']], ['0.833083333333', '0.498712446352', '0.2905', ['poi', 'deferred_income', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']], ['0.848857142857', '0.429268292683', '0.176', ['poi', 'deferred_income', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']], ['0.871785714286', '0.579642579643', '0.373', ['poi', 'deferred_income', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.841692307692', '0.478096676737', '0.3165', ['poi', 'deferred_income', 'from_poi_to_this_person', 'restricted_stock', 'salary']], ['0.843214285714', '0.412868632708', '0.231', ['poi', 'deferred_income', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']], ['0.862857142857', '0.527972027972', '0.3775', ['poi', 'deferred_income', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']], ['0.858428571429', '0.509933774834', '0.231', ['poi', 'deferred_income', 'from_poi_to_this_person', 'salary', 'total_payments']], ['0.867285714286', '0.557073954984', '0.3465', ['poi', 'deferred_income', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']], ['0.853333333333', '0.425484351714', '0.2855', ['poi', 'deferred_income', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']], ['0.829615384615', '0.426015141087', '0.3095', ['poi', 'deferred_income', 'from_this_person_to_poi', 'restricted_stock', 'salary']], ['0.832071428571', '0.360381861575', '0.2265', ['poi', 'deferred_income', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']], ['0.863357142857', '0.532008830022', '0.3615', ['poi', 'deferred_income', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']], ['0.854', '0.476939203354', '0.2275', ['poi', 'deferred_income', 'from_this_person_to_poi', 'salary', 'total_payments']], ['0.869285714286', '0.569672131148', '0.3475', ['poi', 'deferred_income', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']], ['0.853933333333', '0.426254826255', '0.276', ['poi', 'deferred_income', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']], ['0.833285714286', '0.368296529968', '0.2335', ['poi', 'deferred_income', 'restricted_stock', 'salary', 'total_payments']], ['0.860071428571', '0.514844315713', '0.3555', ['poi', 'deferred_income', 'restricted_stock', 'salary', 'exercised_stock_options']], ['0.854866666667', '0.436101083032', '0.302', ['poi', 'deferred_income', 'restricted_stock', 'total_payments', 'exercised_stock_options']], ['0.849357142857', '0.455941794665', '0.282', ['poi', 'deferred_income', 'salary', 'total_payments', 'exercised_stock_options']], ['0.34', '0.192882340735', '0.9295', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages']], ['0.277538461538', '0.168282175552', '0.9375', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other']], ['0.383923076923', '0.199820161854', '1.0', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees']], ['0.31625', '0.195982361587', '1.0', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees']], ['0.306833333333', '0.193836014732', '1.0', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus']], ['0.266571428571', '0.162915851272', '0.999', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value']], ['0.31625', '0.195982361587', '1.0', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person']], ['0.308166666667', '0.186030290953', '0.9335', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_this_person_to_poi']], ['0.287538461538', '0.176612041325', '0.9915', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'restricted_stock']], ['0.301166666667', '0.191497584541', '0.991', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'salary']], ['0.251142857143', '0.153827321691', '0.9425', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_payments']], ['0.284615384615', '0.176933970614', '0.9995', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'exercised_stock_options']], ['0.299769230769', '0.167119692567', '0.8915', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages', 'other']], ['0.399461538462', '0.195873049125', '0.935', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages', 'director_fees']], ['0.330916666667', '0.19072535139', '0.9295', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees']], ['0.326333333333', '0.190224032587', '0.934', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages', 'bonus']], ['0.287714285714', '0.160477001704', '0.942', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages', 'total_stock_value']], ['0.34', '0.192882340735', '0.9295', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person']], ['0.330916666667', '0.19072535139', '0.9295', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages', 'from_this_person_to_poi']], ['0.307846153846', '0.173600746269', '0.9305', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages', 'restricted_stock']], ['0.31925', '0.187961557916', '0.929', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages', 'salary']], ['0.268571428571', '0.150314038364', '0.8855', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages', 'total_payments']], ['0.304923076923', '0.174560592044', '0.9435', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_messages', 'exercised_stock_options']], ['0.421583333333', '0.216197587593', '0.941', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'other', 'director_fees']], ['0.3618', '0.232739692608', '0.954', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'other', 'resto_dirfees']], ['0.346545454545', '0.211007130125', '0.947', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'other', 'bonus']], ['0.266571428571', '0.157497928749', '0.9505', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'other', 'total_stock_value']], ['0.306666666667', '0.186258935663', '0.938', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person']], ['0.322818181818', '0.196028115586', '0.8785', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'other', 'from_this_person_to_poi']], ['0.29925', '0.184316816077', '0.9355', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'other', 'restricted_stock']], ['0.336181818182', '0.206942294937', '0.936', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'other', 'salary']], ['0.280692307692', '0.169677361373', '0.944', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'other', 'total_payments']], ['0.277307692308', '0.169305071103', '0.9465', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'other', 'exercised_stock_options']], ['0.455555555556', '0.169491525424', '1.0', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees']], ['0.444909090909', '0.246730816679', '1.0', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees', 'bonus']], ['0.352142857143', '0.180668473351', '1.0', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees', 'total_stock_value']], ['0.406916666667', '0.219370406932', '1.0', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person']], ['0.405666666667', '0.210579742838', '0.9335', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees', 'from_this_person_to_poi']], ['0.374', '0.196739130435', '0.9955', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees', 'restricted_stock']], ['0.409583333333', '0.219649354945', '0.996', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees', 'salary']], ['0.363384615385', '0.18862869617', '0.9505', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees', 'total_payments']], ['0.375769230769', '0.197726149283', '1.0', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'director_fees', 'exercised_stock_options']], ['0.3632', '0.239005736138', '1.0', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees', 'bonus']], ['0.279846153846', '0.17602534765', '1.0', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value']], ['0.337909090909', '0.215447592373', '1.0', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person']], ['0.3547', '0.227178041907', '0.927', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees', 'from_this_person_to_poi']], ['0.3075', '0.193748786643', '0.998', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees', 'restricted_stock']], ['0.347363636364', '0.217210876925', '0.9945', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees', 'salary']], ['0.277230769231', '0.170351221252', '0.9555', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees', 'total_payments']], ['0.30825', '0.194155907193', '1.0', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'resto_dirfees', 'exercised_stock_options']], ['0.271571428571', '0.163961305132', '1.0', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'bonus', 'total_stock_value']], ['0.316', '0.19592476489', '1.0', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person']], ['0.321272727273', '0.203386151509', '0.937', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'bonus', 'from_this_person_to_poi']], ['0.309083333333', '0.194047271666', '0.9975', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'bonus', 'restricted_stock']], ['0.347272727273', '0.217125382263', '0.994', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'bonus', 'salary']], ['0.277615384615', '0.170427182734', '0.9555', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'bonus', 'total_payments']], ['0.284769230769', '0.177022481855', '1.0', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'bonus', 'exercised_stock_options']], ['0.263928571429', '0.162535554653', '1.0', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person']], ['0.271142857143', '0.163880694854', '1.0', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value', 'from_this_person_to_poi']], ['0.279846153846', '0.17602534765', '1.0', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value', 'restricted_stock']], ['0.271571428571', '0.163961305132', '1.0', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value', 'salary']], ['0.2728', '0.145382165605', '0.913', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value', 'total_payments']], ['0.279846153846', '0.17602534765', '1.0', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'total_stock_value', 'exercised_stock_options']], ['0.332181818182', '0.206843606054', '0.943', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.289307692308', '0.176801500134', '0.99', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_poi_to_this_person', 'restricted_stock']], ['0.317916666667', '0.195410223579', '0.992', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_poi_to_this_person', 'salary']], ['0.263357142857', '0.157082748948', '0.952', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_poi_to_this_person', 'total_payments']], ['0.282307692308', '0.17652250662', '1.0', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.296416666667', '0.183577251743', '0.9345', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_this_person_to_poi', 'restricted_stock']], ['0.307833333333', '0.186206210191', '0.9355', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_this_person_to_poi', 'salary']], ['0.260357142857', '0.155520738847', '0.943', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_this_person_to_poi', 'total_payments']], ['0.287461538462', '0.177572582793', '1.0', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.3035', '0.192017050959', '0.991', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'restricted_stock', 'salary']], ['0.254928571429', '0.153871418015', '0.937', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'restricted_stock', 'total_payments']], ['0.279846153846', '0.17602534765', '1.0', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'restricted_stock', 'exercised_stock_options']], ['0.277', '0.170129291128', '0.954', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'salary', 'total_payments']], ['0.283538461538', '0.176772140711', '1.0', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'salary', 'exercised_stock_options']], ['0.279285714286', '0.154745646978', '0.9065', ['poi', 'long_term_incentive', 'restricted_stock_deferred', 'total_payments', 'exercised_stock_options']], ['0.772666666667', '0.130081300813', '0.064', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages', 'other']], ['0.31675', '0.187707808564', '0.9315', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages', 'director_fees']], ['0.243272727273', '0.185310509554', '0.931', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees']], ['0.771818181818', '0.300469483568', '0.192', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages', 'bonus']], ['0.826428571429', '0.349016853933', '0.2485', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value']], ['0.757181818182', '0.26522043387', '0.1895', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person']], ['0.704454545455', '0.175402179554', '0.169', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages', 'from_this_person_to_poi']], ['0.793692307692', '0.238496932515', '0.1555', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages', 'restricted_stock']], ['0.79425', '0.311646586345', '0.194', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages', 'salary']], ['0.819428571429', '0.166666666667', '0.066', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages', 'total_payments']], ['0.818307692308', '0.366519174041', '0.2485', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages', 'exercised_stock_options']], ['0.273384615385', '0.167292225201', '0.936', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'other', 'director_fees']], ['0.188916666667', '0.162284915713', '0.929', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'other', 'resto_dirfees']], ['0.783416666667', '0.208940719145', '0.1075', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'other', 'bonus']], ['0.832214285714', '0.335532516494', '0.178', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'other', 'total_stock_value']], ['0.77325', '0.0407643312102', '0.016', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person']], ['0.768666666667', '0.0279805352798', '0.0115', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi']], ['0.792615384615', '0.125', '0.058', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'other', 'restricted_stock']], ['0.79275', '0.160390516039', '0.0575', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'other', 'salary']], ['0.821214285714', '0.154057771664', '0.056', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'other', 'total_payments']], ['0.835214285714', '0.351403678606', '0.1815', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'other', 'exercised_stock_options']], ['0.2985', '0.191975427145', '1.0', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees']], ['0.280769230769', '0.176211453744', '1.0', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees', 'bonus']], ['0.2494', '0.147812856599', '0.9715', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value']], ['0.297166666667', '0.190732551432', '0.992', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person']], ['0.290416666667', '0.180480627759', '0.92', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi']], ['0.258071428571', '0.158759866547', '0.9755', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees', 'restricted_stock']], ['0.276538461538', '0.174104392219', '0.989', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees', 'salary']], ['0.6675', '0.228694052728', '0.5595', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees', 'total_payments']], ['0.254071428571', '0.157429197436', '0.97', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'director_fees', 'exercised_stock_options']], ['0.199', '0.172235618326', '1.0', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus']], ['0.213714285714', '0.150147584278', '0.9665', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value']], ['0.218', '0.18823196071', '0.9965', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person']], ['0.208909090909', '0.178961486875', '0.934', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi']], ['0.184384615385', '0.157332908468', '0.9875', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees', 'restricted_stock']], ['0.200333333333', '0.171680497925', '0.993', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees', 'salary']], ['0.224714285714', '0.142118027486', '0.879', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees', 'total_payments']], ['0.218846153846', '0.161252803855', '0.9705', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'resto_dirfees', 'exercised_stock_options']], ['0.828642857143', '0.373333333333', '0.294', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus', 'total_stock_value']], ['0.795090909091', '0.389179755672', '0.223', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person']], ['0.773818181818', '0.278985507246', '0.154', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi']], ['0.797923076923', '0.295499021526', '0.2265', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus', 'restricted_stock']], ['0.806916666667', '0.360598065084', '0.205', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus', 'salary']], ['0.820428571429', '0.258003766478', '0.137', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus', 'total_payments']], ['0.825384615385', '0.409517426273', '0.3055', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus', 'exercised_stock_options']], ['0.825785714286', '0.339897884756', '0.233', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person']], ['0.826', '0.340409956076', '0.2325', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi']], ['0.829214285714', '0.358435916003', '0.2475', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value', 'restricted_stock']], ['0.825928571429', '0.3396918562', '0.2315', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value', 'salary']], ['0.839333333333', '0.313974591652', '0.173', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value', 'total_payments']], ['0.834428571429', '0.386590584879', '0.271', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value', 'exercised_stock_options']], ['0.755090909091', '0.128479657388', '0.06', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.794769230769', '0.225328947368', '0.137', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'restricted_stock']], ['0.793416666667', '0.261216350947', '0.131', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'salary']], ['0.825714285714', '0.176470588235', '0.06', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'total_payments']], ['0.824923076923', '0.381443298969', '0.222', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.788230769231', '0.201427438541', '0.127', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'restricted_stock']], ['0.784166666667', '0.229357798165', '0.125', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'salary']], ['0.826928571429', '0.179059180577', '0.059', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'total_payments']], ['0.826230769231', '0.386701662292', '0.221', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.799461538462', '0.24126172208', '0.1415', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'restricted_stock', 'salary']], ['0.817285714286', '0.172535211268', '0.0735', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'restricted_stock', 'total_payments']], ['0.825428571429', '0.347317744154', '0.2525', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'restricted_stock', 'exercised_stock_options']], ['0.823714285714', '0.17679558011', '0.064', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'salary', 'total_payments']], ['0.828846153846', '0.400530503979', '0.2265', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'salary', 'exercised_stock_options']], ['0.848733333333', '0.362051282051', '0.1765', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'total_payments', 'exercised_stock_options']], ['0.308538461538', '0.167665240133', '0.8815', ['poi', 'long_term_incentive', 'from_messages', 'other', 'director_fees']], ['0.215333333333', '0.161555312158', '0.885', ['poi', 'long_term_incentive', 'from_messages', 'other', 'resto_dirfees']], ['0.803666666667', '0.314196242171', '0.1505', ['poi', 'long_term_incentive', 'from_messages', 'other', 'bonus']], ['0.840857142857', '0.385311871227', '0.1915', ['poi', 'long_term_incentive', 'from_messages', 'other', 'total_stock_value']], ['0.777', '0.129385964912', '0.059', ['poi', 'long_term_incentive', 'from_messages', 'other', 'from_poi_to_this_person']], ['0.758833333333', '0.0943738656987', '0.052', ['poi', 'long_term_incentive', 'from_messages', 'other', 'from_this_person_to_poi']], ['0.800307692308', '0.185654008439', '0.088', ['poi', 'long_term_incentive', 'from_messages', 'other', 'restricted_stock']], ['0.795333333333', '0.207692307692', '0.081', ['poi', 'long_term_incentive', 'from_messages', 'other', 'salary']], ['0.815357142857', '0.156286721504', '0.0665', ['poi', 'long_term_incentive', 'from_messages', 'other', 'total_payments']], ['0.835', '0.359601449275', '0.1985', ['poi', 'long_term_incentive', 'from_messages', 'other', 'exercised_stock_options']], ['0.311166666667', '0.1867', '0.9335', ['poi', 'long_term_incentive', 'from_messages', 'director_fees', 'resto_dirfees']], ['0.300461538462', '0.171391513804', '0.925', ['poi', 'long_term_incentive', 'from_messages', 'director_fees', 'bonus']], ['0.285466666667', '0.15044105854', '0.938', ['poi', 'long_term_incentive', 'from_messages', 'director_fees', 'total_stock_value']], ['0.317083333333', '0.188035048847', '0.9335', ['poi', 'long_term_incentive', 'from_messages', 'director_fees', 'from_poi_to_this_person']], ['0.311166666667', '0.1867', '0.9335', ['poi', 'long_term_incentive', 'from_messages', 'director_fees', 'from_this_person_to_poi']], ['0.290642857143', '0.159116307058', '0.9255', ['poi', 'long_term_incentive', 'from_messages', 'director_fees', 'restricted_stock']], ['0.296769230769', '0.171360206148', '0.931', ['poi', 'long_term_incentive', 'from_messages', 'director_fees', 'salary']], ['0.3105', '0.158195623046', '0.8855', ['poi', 'long_term_incentive', 'from_messages', 'director_fees', 'total_payments']], ['0.297142857143', '0.16265060241', '0.945', ['poi', 'long_term_incentive', 'from_messages', 'director_fees', 'exercised_stock_options']], ['0.224166666667', '0.170126353791', '0.9425', ['poi', 'long_term_incentive', 'from_messages', 'resto_dirfees', 'bonus']], ['0.198714285714', '0.144422157075', '0.936', ['poi', 'long_term_incentive', 'from_messages', 'resto_dirfees', 'total_stock_value']], ['0.243818181818', '0.185734182252', '0.9335', ['poi', 'long_term_incentive', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person']], ['0.236272727273', '0.184213122842', '0.9335', ['poi', 'long_term_incentive', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi']], ['0.21', '0.155186791194', '0.9305', ['poi', 'long_term_incentive', 'from_messages', 'resto_dirfees', 'restricted_stock']], ['0.223333333333', '0.169376693767', '0.9375', ['poi', 'long_term_incentive', 'from_messages', 'resto_dirfees', 'salary']], ['0.241071428571', '0.140295270665', '0.841', ['poi', 'long_term_incentive', 'from_messages', 'resto_dirfees', 'total_payments']], ['0.208692307692', '0.156454688666', '0.9435', ['poi', 'long_term_incentive', 'from_messages', 'resto_dirfees', 'exercised_stock_options']], ['0.840285714286', '0.416548797737', '0.2945', ['poi', 'long_term_incentive', 'from_messages', 'bonus', 'total_stock_value']], ['0.791090909091', '0.370434782609', '0.213', ['poi', 'long_term_incentive', 'from_messages', 'bonus', 'from_poi_to_this_person']], ['0.799909090909', '0.40703052729', '0.22', ['poi', 'long_term_incentive', 'from_messages', 'bonus', 'from_this_person_to_poi']], ['0.807384615385', '0.321782178218', '0.2275', ['poi', 'long_term_incentive', 'from_messages', 'bonus', 'restricted_stock']], ['0.820333333333', '0.438485804416', '0.278', ['poi', 'long_term_incentive', 'from_messages', 'bonus', 'salary']], ['0.832214285714', '0.294464075383', '0.125', ['poi', 'long_term_incentive', 'from_messages', 'bonus', 'total_payments']], ['0.833307692308', '0.442214532872', '0.3195', ['poi', 'long_term_incentive', 'from_messages', 'bonus', 'exercised_stock_options']], ['0.847642857143', '0.445802770986', '0.2735', ['poi', 'long_term_incentive', 'from_messages', 'total_stock_value', 'from_poi_to_this_person']], ['0.847214285714', '0.443265306122', '0.2715', ['poi', 'long_term_incentive', 'from_messages', 'total_stock_value', 'from_this_person_to_poi']], ['0.853714285714', '0.480198019802', '0.291', ['poi', 'long_term_incentive', 'from_messages', 'total_stock_value', 'restricted_stock']], ['0.839928571429', '0.4025869038', '0.249', ['poi', 'long_term_incentive', 'from_messages', 'total_stock_value', 'salary']], ['0.839133333333', '0.319018404908', '0.182', ['poi', 'long_term_incentive', 'from_messages', 'total_stock_value', 'total_payments']], ['0.837642857143', '0.401586157174', '0.2785', ['poi', 'long_term_incentive', 'from_messages', 'total_stock_value', 'exercised_stock_options']], ['0.718818181818', '0.185377086931', '0.161', ['poi', 'long_term_incentive', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.805461538462', '0.276415891801', '0.1635', ['poi', 'long_term_incentive', 'from_messages', 'from_poi_to_this_person', 'restricted_stock']], ['0.805833333333', '0.37462006079', '0.2465', ['poi', 'long_term_incentive', 'from_messages', 'from_poi_to_this_person', 'salary']], ['0.825', '0.1875', '0.0675', ['poi', 'long_term_incentive', 'from_messages', 'from_poi_to_this_person', 'total_payments']], ['0.831307692308', '0.426949280848', '0.282', ['poi', 'long_term_incentive', 'from_messages', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.801769230769', '0.257359125315', '0.153', ['poi', 'long_term_incentive', 'from_messages', 'from_this_person_to_poi', 'restricted_stock']], ['0.7525', '0.221584385763', '0.193', ['poi', 'long_term_incentive', 'from_messages', 'from_this_person_to_poi', 'salary']], ['0.824214285714', '0.182943603851', '0.0665', ['poi', 'long_term_incentive', 'from_messages', 'from_this_person_to_poi', 'total_payments']], ['0.833538461538', '0.43522906793', '0.2755', ['poi', 'long_term_incentive', 'from_messages', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.818769230769', '0.367952522255', '0.248', ['poi', 'long_term_incentive', 'from_messages', 'restricted_stock', 'salary']], ['0.818', '0.191441441441', '0.085', ['poi', 'long_term_incentive', 'from_messages', 'restricted_stock', 'total_payments']], ['0.839428571429', '0.413286713287', '0.2955', ['poi', 'long_term_incentive', 'from_messages', 'restricted_stock', 'exercised_stock_options']], ['0.829071428571', '0.218884120172', '0.0765', ['poi', 'long_term_incentive', 'from_messages', 'salary', 'total_payments']], ['0.828153846154', '0.404255319149', '0.247', ['poi', 'long_term_incentive', 'from_messages', 'salary', 'exercised_stock_options']], ['0.844866666667', '0.347338935574', '0.186', ['poi', 'long_term_incentive', 'from_messages', 'total_payments', 'exercised_stock_options']], ['0.323', '0.203548492435', '0.935', ['poi', 'long_term_incentive', 'other', 'director_fees', 'resto_dirfees']], ['0.326818181818', '0.205449591281', '0.9425', ['poi', 'long_term_incentive', 'other', 'director_fees', 'bonus']], ['0.514466666667', '0.166013402453', '0.6565', ['poi', 'long_term_incentive', 'other', 'director_fees', 'total_stock_value']], ['0.276307692308', '0.168040867539', '0.9375', ['poi', 'long_term_incentive', 'other', 'director_fees', 'from_poi_to_this_person']], ['0.288083333333', '0.175285359801', '0.883', ['poi', 'long_term_incentive', 'other', 'director_fees', 'from_this_person_to_poi']], ['0.267615384615', '0.167182936543', '0.9445', ['poi', 'long_term_incentive', 'other', 'director_fees', 'restricted_stock']], ['0.299916666667', '0.184026063777', '0.932', ['poi', 'long_term_incentive', 'other', 'director_fees', 'salary']], ['0.744384615385', '0.268138801262', '0.3825', ['poi', 'long_term_incentive', 'other', 'director_fees', 'total_payments']], ['0.327214285714', '0.155922456173', '0.8405', ['poi', 'long_term_incentive', 'other', 'director_fees', 'exercised_stock_options']], ['0.2288', '0.199115044248', '0.945', ['poi', 'long_term_incentive', 'other', 'resto_dirfees', 'bonus']], ['0.216214285714', '0.143163922691', '0.9', ['poi', 'long_term_incentive', 'other', 'resto_dirfees', 'total_stock_value']], ['0.211090909091', '0.180417304747', '0.9425', ['poi', 'long_term_incentive', 'other', 'resto_dirfees', 'from_poi_to_this_person']], ['0.202181818182', '0.171896184389', '0.8875', ['poi', 'long_term_incentive', 'other', 'resto_dirfees', 'from_this_person_to_poi']], ['0.192083333333', '0.163474153765', '0.9345', ['poi', 'long_term_incentive', 'other', 'resto_dirfees', 'restricted_stock']], ['0.212454545455', '0.179447705186', '0.9325', ['poi', 'long_term_incentive', 'other', 'resto_dirfees', 'salary']], ['0.225230769231', '0.148554510623', '0.853', ['poi', 'long_term_incentive', 'other', 'resto_dirfees', 'total_payments']], ['0.230153846154', '0.153273294077', '0.885', ['poi', 'long_term_incentive', 'other', 'resto_dirfees', 'exercised_stock_options']], ['0.833857142857', '0.370634920635', '0.2335', ['poi', 'long_term_incentive', 'other', 'bonus', 'total_stock_value']], ['0.787636363636', '0.292079207921', '0.118', ['poi', 'long_term_incentive', 'other', 'bonus', 'from_poi_to_this_person']], ['0.776454545455', '0.254019292605', '0.1185', ['poi', 'long_term_incentive', 'other', 'bonus', 'from_this_person_to_poi']], ['0.78625', '0.224390243902', '0.115', ['poi', 'long_term_incentive', 'other', 'bonus', 'restricted_stock']], ['0.7777', '0.344923504868', '0.124', ['poi', 'long_term_incentive', 'other', 'bonus', 'salary']], ['0.815769230769', '0.281767955801', '0.1275', ['poi', 'long_term_incentive', 'other', 'bonus', 'total_payments']], ['0.833538461538', '0.422787193974', '0.2245', ['poi', 'long_term_incentive', 'other', 'bonus', 'exercised_stock_options']], ['0.841571428571', '0.385744234801', '0.184', ['poi', 'long_term_incentive', 'other', 'total_stock_value', 'from_poi_to_this_person']], ['0.844071428571', '0.401506996771', '0.1865', ['poi', 'long_term_incentive', 'other', 'total_stock_value', 'from_this_person_to_poi']], ['0.844428571429', '0.404094827586', '0.1875', ['poi', 'long_term_incentive', 'other', 'total_stock_value', 'restricted_stock']], ['0.84', '0.376288659794', '0.1825', ['poi', 'long_term_incentive', 'other', 'total_stock_value', 'salary']], ['0.8384', '0.307622504537', '0.1695', ['poi', 'long_term_incentive', 'other', 'total_stock_value', 'total_payments']], ['0.835384615385', '0.433712121212', '0.229', ['poi', 'long_term_incentive', 'other', 'total_stock_value', 'exercised_stock_options']], ['0.763', '0.0337941628264', '0.011', ['poi', 'long_term_incentive', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.807461538462', '0.18043202033', '0.071', ['poi', 'long_term_incentive', 'other', 'from_poi_to_this_person', 'restricted_stock']], ['0.786090909091', '0.193043478261', '0.0555', ['poi', 'long_term_incentive', 'other', 'from_poi_to_this_person', 'salary']], ['0.817076923077', '0.174137931034', '0.0505', ['poi', 'long_term_incentive', 'other', 'from_poi_to_this_person', 'total_payments']], ['0.837846153846', '0.439051918736', '0.1945', ['poi', 'long_term_incentive', 'other', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.77675', '0.104772991851', '0.045', ['poi', 'long_term_incentive', 'other', 'from_this_person_to_poi', 'restricted_stock']], ['0.779727272727', '0.189427312775', '0.0645', ['poi', 'long_term_incentive', 'other', 'from_this_person_to_poi', 'salary']], ['0.816', '0.152482269504', '0.043', ['poi', 'long_term_incentive', 'other', 'from_this_person_to_poi', 'total_payments']], ['0.837692307692', '0.435294117647', '0.185', ['poi', 'long_term_incentive', 'other', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.798166666667', '0.195086705202', '0.0675', ['poi', 'long_term_incentive', 'other', 'restricted_stock', 'salary']], ['0.8185', '0.172121212121', '0.071', ['poi', 'long_term_incentive', 'other', 'restricted_stock', 'total_payments']], ['0.841357142857', '0.386898669396', '0.189', ['poi', 'long_term_incentive', 'other', 'restricted_stock', 'exercised_stock_options']], ['0.812846153846', '0.184861717613', '0.0635', ['poi', 'long_term_incentive', 'other', 'salary', 'total_payments']], ['0.830461538462', '0.381395348837', '0.164', ['poi', 'long_term_incentive', 'other', 'salary', 'exercised_stock_options']], ['0.8375', '0.357217030114', '0.172', ['poi', 'long_term_incentive', 'other', 'total_payments', 'exercised_stock_options']], ['0.325181818182', '0.212246630585', '1.0', ['poi', 'long_term_incentive', 'director_fees', 'resto_dirfees', 'bonus']], ['0.258071428571', '0.161459594736', '1.0', ['poi', 'long_term_incentive', 'director_fees', 'resto_dirfees', 'total_stock_value']], ['0.323090909091', '0.211729832733', '1.0', ['poi', 'long_term_incentive', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person']], ['0.316545454545', '0.203013993541', '0.943', ['poi', 'long_term_incentive', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi']], ['0.277076923077', '0.174956063269', '0.9955', ['poi', 'long_term_incentive', 'director_fees', 'resto_dirfees', 'restricted_stock']], ['0.305', '0.192948469585', '0.996', ['poi', 'long_term_incentive', 'director_fees', 'resto_dirfees', 'salary']], ['0.277076923077', '0.16961414791', '0.9495', ['poi', 'long_term_incentive', 'director_fees', 'resto_dirfees', 'total_payments']], ['0.275307692308', '0.17511601436', '1.0', ['poi', 'long_term_incentive', 'director_fees', 'resto_dirfees', 'exercised_stock_options']], ['0.394333333333', '0.167464563973', '0.892', ['poi', 'long_term_incentive', 'director_fees', 'bonus', 'total_stock_value']], ['0.298416666667', '0.191957001632', '1.0', ['poi', 'long_term_incentive', 'director_fees', 'bonus', 'from_poi_to_this_person']], ['0.293833333333', '0.182957884427', '0.934', ['poi', 'long_term_incentive', 'director_fees', 'bonus', 'from_this_person_to_poi']], ['0.274692307692', '0.174879649891', '0.999', ['poi', 'long_term_incentive', 'director_fees', 'bonus', 'restricted_stock']], ['0.305083333333', '0.193026634383', '0.9965', ['poi', 'long_term_incentive', 'director_fees', 'bonus', 'salary']], ['0.715538461538', '0.247621878716', '0.4165', ['poi', 'long_term_incentive', 'director_fees', 'bonus', 'total_payments']], ['0.289571428571', '0.163874788494', '0.9685', ['poi', 'long_term_incentive', 'director_fees', 'bonus', 'exercised_stock_options']], ['0.245333333333', '0.15015015015', '1.0', ['poi', 'long_term_incentive', 'director_fees', 'total_stock_value', 'from_poi_to_this_person']], ['0.2488', '0.150738619234', '1.0', ['poi', 'long_term_incentive', 'director_fees', 'total_stock_value', 'from_this_person_to_poi']], ['0.3315', '0.162895098488', '0.889', ['poi', 'long_term_incentive', 'director_fees', 'total_stock_value', 'restricted_stock']], ['0.292266666667', '0.157388261492', '0.9895', ['poi', 'long_term_incentive', 'director_fees', 'total_stock_value', 'salary']], ['0.766933333333', '0.270973668096', '0.4425', ['poi', 'long_term_incentive', 'director_fees', 'total_stock_value', 'total_payments']], ['0.672714285714', '0.225085178876', '0.5285', ['poi', 'long_term_incentive', 'director_fees', 'total_stock_value', 'exercised_stock_options']], ['0.296416666667', '0.183701521846', '0.9355', ['poi', 'long_term_incentive', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.257642857143', '0.160669523733', '0.9935', ['poi', 'long_term_incentive', 'director_fees', 'from_poi_to_this_person', 'restricted_stock']], ['0.281692307692', '0.175137241013', '0.989', ['poi', 'long_term_incentive', 'director_fees', 'from_poi_to_this_person', 'salary']], ['0.379285714286', '0.153726708075', '0.7425', ['poi', 'long_term_incentive', 'director_fees', 'from_poi_to_this_person', 'total_payments']], ['0.262928571429', '0.162350840166', '1.0', ['poi', 'long_term_incentive', 'director_fees', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.263076923077', '0.16543079096', '0.937', ['poi', 'long_term_incentive', 'director_fees', 'from_this_person_to_poi', 'restricted_stock']], ['0.293', '0.182156862745', '0.929', ['poi', 'long_term_incentive', 'director_fees', 'from_this_person_to_poi', 'salary']], ['0.4215', '0.150166341631', '0.6545', ['poi', 'long_term_incentive', 'director_fees', 'from_this_person_to_poi', 'total_payments']], ['0.261785714286', '0.162140251317', '1.0', ['poi', 'long_term_incentive', 'director_fees', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.2625', '0.161722876879', '0.995', ['poi', 'long_term_incentive', 'director_fees', 'restricted_stock', 'salary']], ['0.737785714286', '0.25082016105', '0.4205', ['poi', 'long_term_incentive', 'director_fees', 'restricted_stock', 'total_payments']], ['0.2975', '0.161905583844', '0.938', ['poi', 'long_term_incentive', 'director_fees', 'restricted_stock', 'exercised_stock_options']], ['0.663461538462', '0.224157955865', '0.4825', ['poi', 'long_term_incentive', 'director_fees', 'salary', 'total_payments']], ['0.265214285714', '0.162718762719', '0.9995', ['poi', 'long_term_incentive', 'director_fees', 'salary', 'exercised_stock_options']], ['0.752214285714', '0.269677014738', '0.43', ['poi', 'long_term_incentive', 'director_fees', 'total_payments', 'exercised_stock_options']], ['0.218428571429', '0.149498275321', '0.9535', ['poi', 'long_term_incentive', 'resto_dirfees', 'bonus', 'total_stock_value']], ['0.218636363636', '0.188768286928', '1.0', ['poi', 'long_term_incentive', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']], ['0.209454545455', '0.180107013186', '0.9425', ['poi', 'long_term_incentive', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']], ['0.19925', '0.171997585999', '0.9975', ['poi', 'long_term_incentive', 'resto_dirfees', 'bonus', 'restricted_stock']], ['0.2392', '0.207062264939', '0.991', ['poi', 'long_term_incentive', 'resto_dirfees', 'bonus', 'salary']], ['0.225230769231', '0.152308752584', '0.884', ['poi', 'long_term_incentive', 'resto_dirfees', 'bonus', 'total_payments']], ['0.231923076923', '0.162937948501', '0.965', ['poi', 'long_term_incentive', 'resto_dirfees', 'bonus', 'exercised_stock_options']], ['0.2005', '0.148182166093', '0.968', ['poi', 'long_term_incentive', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']], ['0.2085', '0.148432055749', '0.9585', ['poi', 'long_term_incentive', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']], ['0.220461538462', '0.159722222222', '0.9545', ['poi', 'long_term_incentive', 'resto_dirfees', 'total_stock_value', 'restricted_stock']], ['0.217428571429', '0.149992183836', '0.9595', ['poi', 'long_term_incentive', 'resto_dirfees', 'total_stock_value', 'salary']], ['0.226266666667', '0.133358778626', '0.8735', ['poi', 'long_term_incentive', 'resto_dirfees', 'total_stock_value', 'total_payments']], ['0.224615384615', '0.159818120579', '0.949', ['poi', 'long_term_incentive', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']], ['0.2268', '0.197040169133', '0.932', ['poi', 'long_term_incentive', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.185615384615', '0.157806647007', '0.99', ['poi', 'long_term_incentive', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']], ['0.214727272727', '0.187181903864', '0.993', ['poi', 'long_term_incentive', 'resto_dirfees', 'from_poi_to_this_person', 'salary']], ['0.218285714286', '0.142697347395', '0.893', ['poi', 'long_term_incentive', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']], ['0.197307692308', '0.159191919192', '0.985', ['poi', 'long_term_incentive', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.190333333333', '0.163174436878', '0.9345', ['poi', 'long_term_incentive', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']], ['0.206545454545', '0.177962856596', '0.9295', ['poi', 'long_term_incentive', 'resto_dirfees', 'from_this_person_to_poi', 'salary']], ['0.232769230769', '0.154026379729', '0.8875', ['poi', 'long_term_incentive', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']], ['0.208846153846', '0.159753593429', '0.9725', ['poi', 'long_term_incentive', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.198583333333', '0.171142388395', '0.991', ['poi', 'long_term_incentive', 'resto_dirfees', 'restricted_stock', 'salary']], ['0.211', '0.140175019889', '0.881', ['poi', 'long_term_incentive', 'resto_dirfees', 'restricted_stock', 'total_payments']], ['0.219692307692', '0.159816207185', '0.9565', ['poi', 'long_term_incentive', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']], ['0.224307692308', '0.150648228176', '0.8715', ['poi', 'long_term_incentive', 'resto_dirfees', 'salary', 'total_payments']], ['0.228307692308', '0.160925363053', '0.953', ['poi', 'long_term_incentive', 'resto_dirfees', 'salary', 'exercised_stock_options']], ['0.224214285714', '0.143075807621', '0.888', ['poi', 'long_term_incentive', 'resto_dirfees', 'total_payments', 'exercised_stock_options']], ['0.834230769231', '0.441947565543', '0.295', ['poi', 'long_term_incentive', 'bonus', 'total_stock_value', 'from_poi_to_this_person']], ['0.843', '0.427419354839', '0.2915', ['poi', 'long_term_incentive', 'bonus', 'total_stock_value', 'from_this_person_to_poi']], ['0.842642857143', '0.425966447848', '0.292', ['poi', 'long_term_incentive', 'bonus', 'total_stock_value', 'restricted_stock']], ['0.830384615385', '0.429261559696', '0.311', ['poi', 'long_term_incentive', 'bonus', 'total_stock_value', 'salary']], ['0.8408', '0.355223880597', '0.238', ['poi', 'long_term_incentive', 'bonus', 'total_stock_value', 'total_payments']], ['0.835461538462', '0.452494873548', '0.331', ['poi', 'long_term_incentive', 'bonus', 'total_stock_value', 'exercised_stock_options']], ['0.798272727273', '0.393170731707', '0.2015', ['poi', 'long_term_incentive', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.80775', '0.365468886941', '0.2085', ['poi', 'long_term_incentive', 'bonus', 'from_poi_to_this_person', 'restricted_stock']], ['0.803727272727', '0.415873015873', '0.1965', ['poi', 'long_term_incentive', 'bonus', 'from_poi_to_this_person', 'salary']], ['0.825923076923', '0.329883570505', '0.1275', ['poi', 'long_term_incentive', 'bonus', 'from_poi_to_this_person', 'total_payments']], ['0.842846153846', '0.483030781373', '0.306', ['poi', 'long_term_incentive', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.80125', '0.32735426009', '0.1825', ['poi', 'long_term_incentive', 'bonus', 'from_this_person_to_poi', 'restricted_stock']], ['0.785636363636', '0.332082551595', '0.177', ['poi', 'long_term_incentive', 'bonus', 'from_this_person_to_poi', 'salary']], ['0.825384615385', '0.332920792079', '0.1345', ['poi', 'long_term_incentive', 'bonus', 'from_this_person_to_poi', 'total_payments']], ['0.843846153846', '0.48743718593', '0.291', ['poi', 'long_term_incentive', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.803416666667', '0.349790794979', '0.209', ['poi', 'long_term_incentive', 'bonus', 'restricted_stock', 'salary']], ['0.821071428571', '0.264239028945', '0.1415', ['poi', 'long_term_incentive', 'bonus', 'restricted_stock', 'total_payments']], ['0.840285714286', '0.416548797737', '0.2945', ['poi', 'long_term_incentive', 'bonus', 'restricted_stock', 'exercised_stock_options']], ['0.821230769231', '0.315068493151', '0.138', ['poi', 'long_term_incentive', 'bonus', 'salary', 'total_payments']], ['0.835769230769', '0.452229299363', '0.3195', ['poi', 'long_term_incentive', 'bonus', 'salary', 'exercised_stock_options']], ['0.844214285714', '0.420544337138', '0.2395', ['poi', 'long_term_incentive', 'bonus', 'total_payments', 'exercised_stock_options']], ['0.844785714286', '0.424454148472', '0.243', ['poi', 'long_term_incentive', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.852857142857', '0.472627737226', '0.259', ['poi', 'long_term_incentive', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']], ['0.835846153846', '0.43606870229', '0.2285', ['poi', 'long_term_incentive', 'total_stock_value', 'from_poi_to_this_person', 'salary']], ['0.838666666667', '0.314487632509', '0.178', ['poi', 'long_term_incentive', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']], ['0.842642857143', '0.424647364514', '0.286', ['poi', 'long_term_incentive', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.851928571429', '0.466848319709', '0.257', ['poi', 'long_term_incentive', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']], ['0.844857142857', '0.423487544484', '0.238', ['poi', 'long_term_incentive', 'total_stock_value', 'from_this_person_to_poi', 'salary']], ['0.838666666667', '0.314159292035', '0.1775', ['poi', 'long_term_incentive', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']], ['0.832769230769', '0.431279620853', '0.273', ['poi', 'long_term_incentive', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.849928571429', '0.452492944497', '0.2405', ['poi', 'long_term_incentive', 'total_stock_value', 'restricted_stock', 'salary']], ['0.842666666667', '0.333641404806', '0.1805', ['poi', 'long_term_incentive', 'total_stock_value', 'restricted_stock', 'total_payments']], ['0.840692307692', '0.471161657189', '0.29', ['poi', 'long_term_incentive', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']], ['0.839133333333', '0.31546023235', '0.1765', ['poi', 'long_term_incentive', 'total_stock_value', 'salary', 'total_payments']], ['0.835769230769', '0.445166531275', '0.274', ['poi', 'long_term_incentive', 'total_stock_value', 'salary', 'exercised_stock_options']], ['0.842933333333', '0.357142857143', '0.2225', ['poi', 'long_term_incentive', 'total_stock_value', 'total_payments', 'exercised_stock_options']], ['0.79475', '0.240761478163', '0.1075', ['poi', 'long_term_incentive', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']], ['0.790545454545', '0.296246648794', '0.1105', ['poi', 'long_term_incentive', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']], ['0.834071428571', '0.213143872114', '0.06', ['poi', 'long_term_incentive', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']], ['0.835230769231', '0.432380952381', '0.227', ['poi', 'long_term_incentive', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.8045', '0.293556085919', '0.123', ['poi', 'long_term_incentive', 'from_poi_to_this_person', 'restricted_stock', 'salary']], ['0.816928571429', '0.153751537515', '0.0625', ['poi', 'long_term_incentive', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']], ['0.841285714286', '0.412322274882', '0.261', ['poi', 'long_term_incentive', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']], ['0.825230769231', '0.236434108527', '0.061', ['poi', 'long_term_incentive', 'from_poi_to_this_person', 'salary', 'total_payments']], ['0.838153846154', '0.452029520295', '0.245', ['poi', 'long_term_incentive', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']], ['0.839285714286', '0.372188139059', '0.182', ['poi', 'long_term_incentive', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']], ['0.800083333333', '0.281009879254', '0.128', ['poi', 'long_term_incentive', 'from_this_person_to_poi', 'restricted_stock', 'salary']], ['0.819928571429', '0.176397515528', '0.071', ['poi', 'long_term_incentive', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']], ['0.841571428571', '0.412939297125', '0.2585', ['poi', 'long_term_incentive', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']], ['0.825615384615', '0.257713248639', '0.071', ['poi', 'long_term_incentive', 'from_this_person_to_poi', 'salary', 'total_payments']], ['0.837769230769', '0.44986200552', '0.2445', ['poi', 'long_term_incentive', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']], ['0.8395', '0.373592630502', '0.1825', ['poi', 'long_term_incentive', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']], ['0.8225', '0.20245398773', '0.0825', ['poi', 'long_term_incentive', 'restricted_stock', 'salary', 'total_payments']], ['0.844357142857', '0.422644770959', '0.2445', ['poi', 'long_term_incentive', 'restricted_stock', 'salary', 'exercised_stock_options']], ['0.8402', '0.32197309417', '0.1795', ['poi', 'long_term_incentive', 'restricted_stock', 'total_payments', 'exercised_stock_options']], ['0.836142857143', '0.352409638554', '0.1755', ['poi', 'long_term_incentive', 'salary', 'total_payments', 'exercised_stock_options']], ['0.300461538462', '0.167260787992', '0.8915', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages', 'other']], ['0.391545454545', '0.122630253215', '0.925', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages', 'director_fees']], ['0.3052', '0.118620159015', '0.925', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees']], ['0.332833333333', '0.192693409742', '0.9415', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages', 'bonus']], ['0.283428571429', '0.160236886633', '0.947', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value']], ['0.3044', '0.116731016731', '0.907', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person']], ['0.3002', '0.113331614234', '0.879', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages', 'from_this_person_to_poi']], ['0.31975', '0.188328107616', '0.931', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages', 'restricted_stock']], ['0.31925', '0.187961557916', '0.929', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages', 'salary']], ['0.267428571429', '0.150110188167', '0.8855', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages', 'total_payments']], ['0.306846153846', '0.173024904393', '0.9275', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_messages', 'exercised_stock_options']], ['0.349285714286', '0.174211876833', '0.9505', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other', 'director_fees']], ['0.277153846154', '0.168622883254', '0.941', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other', 'resto_dirfees']], ['0.278307692308', '0.168433345311', '0.9375', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other', 'bonus']], ['0.257285714286', '0.155424257344', '0.947', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other', 'total_stock_value']], ['0.278230769231', '0.168418216114', '0.9375', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person']], ['0.273769230769', '0.162417203521', '0.895', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi']], ['0.28', '0.169124258227', '0.9405', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other', 'restricted_stock']], ['0.284461538462', '0.169173613628', '0.9335', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other', 'salary']], ['0.258142857143', '0.15404290429', '0.9335', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other', 'total_payments']], ['0.257428571429', '0.155562848704', '0.948', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'other', 'exercised_stock_options']], ['0.371090909091', '0.126294518818', '1.0', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees']], ['0.377615384615', '0.198196412645', '1.0', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees', 'bonus']], ['0.3412', '0.168321831342', '1.0', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value']], ['0.371090909091', '0.126294518818', '1.0', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person']], ['0.364545454545', '0.117984693878', '0.925', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi']], ['0.359214285714', '0.18200894079', '0.9975', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees', 'restricted_stock']], ['0.359142857143', '0.181701972243', '0.995', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees', 'salary']], ['0.340428571429', '0.171361075777', '0.943', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees', 'total_payments']], ['0.357357142857', '0.181867782122', '1.0', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'director_fees', 'exercised_stock_options']], ['0.312416666667', '0.195102916789', '1.0', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus']], ['0.266571428571', '0.16302575807', '1.0', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value']], ['0.2837', '0.122503981379', '1.0', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person']], ['0.2763', '0.114381105478', '0.925', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi']], ['0.301833333333', '0.192181467181', '0.9955', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees', 'restricted_stock']], ['0.301166666667', '0.191497584541', '0.991', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees', 'salary']], ['0.250928571429', '0.153846153846', '0.943', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees', 'total_payments']], ['0.285230769231', '0.177116542685', '1.0', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'resto_dirfees', 'exercised_stock_options']], ['0.266571428571', '0.16302575807', '1.0', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus', 'total_stock_value']], ['0.312416666667', '0.195102916789', '1.0', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person']], ['0.305', '0.186696975687', '0.9445', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi']], ['0.290615384615', '0.177646848777', '0.995', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus', 'restricted_stock']], ['0.30125', '0.19157569317', '0.9915', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus', 'salary']], ['0.252571428571', '0.154022236756', '0.942', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus', 'total_payments']], ['0.286384615385', '0.177352132659', '1.0', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'bonus', 'exercised_stock_options']], ['0.266571428571', '0.16302575807', '1.0', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person']], ['0.266571428571', '0.16302575807', '1.0', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi']], ['0.2665', '0.162957528328', '0.9995', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value', 'restricted_stock']], ['0.2665', '0.162847590312', '0.9985', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value', 'salary']], ['0.259866666667', '0.146056929538', '0.939', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value', 'total_payments']], ['0.266214285714', '0.162684498084', '0.9975', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_stock_value', 'exercised_stock_options']], ['0.2718', '0.108841843088', '0.874', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.30125', '0.19157569317', '0.9915', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'restricted_stock']], ['0.301166666667', '0.191497584541', '0.991', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'salary']], ['0.250928571429', '0.153846153846', '0.943', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'total_payments']], ['0.285076923077', '0.176970770593', '0.999', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.291583333333', '0.182351216652', '0.933', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'restricted_stock']], ['0.293083333333', '0.182548232299', '0.932', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'salary']], ['0.250357142857', '0.153236998939', '0.9385', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'total_payments']], ['0.284923076923', '0.176824946846', '0.998', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.287230769231', '0.176260916058', '0.989', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'restricted_stock', 'salary']], ['0.255571428571', '0.154269293924', '0.9395', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'restricted_stock', 'total_payments']], ['0.266571428571', '0.162970813631', '0.9995', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'restricted_stock', 'exercised_stock_options']], ['0.250714285714', '0.153242934161', '0.938', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'salary', 'total_payments']], ['0.2665', '0.162847590312', '0.9985', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'salary', 'exercised_stock_options']], ['0.268266666667', '0.147003303445', '0.9345', ['poi', 'restricted_stock_deferred', 'shared_receipt_with_poi', 'total_payments', 'exercised_stock_options']], ['0.362357142857', '0.170111439185', '0.893', ['poi', 'restricted_stock_deferred', 'from_messages', 'other', 'director_fees']], ['0.293461538462', '0.166279609847', '0.895', ['poi', 'restricted_stock_deferred', 'from_messages', 'other', 'resto_dirfees']], ['0.300461538462', '0.167260787992', '0.8915', ['poi', 'restricted_stock_deferred', 'from_messages', 'other', 'bonus']], ['0.277928571429', '0.152362170968', '0.8885', ['poi', 'restricted_stock_deferred', 'from_messages', 'other', 'total_stock_value']], ['0.300461538462', '0.167260787992', '0.8915', ['poi', 'restricted_stock_deferred', 'from_messages', 'other', 'from_poi_to_this_person']], ['0.294230769231', '0.165999441393', '0.8915', ['poi', 'restricted_stock_deferred', 'from_messages', 'other', 'from_this_person_to_poi']], ['0.299769230769', '0.164984435431', '0.8745', ['poi', 'restricted_stock_deferred', 'from_messages', 'other', 'restricted_stock']], ['0.304384615385', '0.166176888805', '0.8765', ['poi', 'restricted_stock_deferred', 'from_messages', 'other', 'salary']], ['0.271571428571', '0.150196279229', '0.88', ['poi', 'restricted_stock_deferred', 'from_messages', 'other', 'total_payments']], ['0.277714285714', '0.152501713502', '0.89', ['poi', 'restricted_stock_deferred', 'from_messages', 'other', 'exercised_stock_options']], ['0.381454545455', '0.120851842174', '0.925', ['poi', 'restricted_stock_deferred', 'from_messages', 'director_fees', 'resto_dirfees']], ['0.389230769231', '0.192100352478', '0.9265', ['poi', 'restricted_stock_deferred', 'from_messages', 'director_fees', 'bonus']], ['0.351533333333', '0.164189482834', '0.9445', ['poi', 'restricted_stock_deferred', 'from_messages', 'director_fees', 'total_stock_value']], ['0.391545454545', '0.122630253215', '0.925', ['poi', 'restricted_stock_deferred', 'from_messages', 'director_fees', 'from_poi_to_this_person']], ['0.389', '0.122176726985', '0.925', ['poi', 'restricted_stock_deferred', 'from_messages', 'director_fees', 'from_this_person_to_poi']], ['0.3715', '0.176945737907', '0.931', ['poi', 'restricted_stock_deferred', 'from_messages', 'director_fees', 'restricted_stock']], ['0.371928571429', '0.176431361341', '0.926', ['poi', 'restricted_stock_deferred', 'from_messages', 'director_fees', 'salary']], ['0.353857142857', '0.167264828107', '0.8855', ['poi', 'restricted_stock_deferred', 'from_messages', 'director_fees', 'total_payments']], ['0.369214285714', '0.177691799566', '0.9415', ['poi', 'restricted_stock_deferred', 'from_messages', 'director_fees', 'exercised_stock_options']], ['0.327333333333', '0.191714053615', '0.944', ['poi', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees', 'bonus']], ['0.275571428571', '0.158759430008', '0.947', ['poi', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees', 'total_stock_value']], ['0.3052', '0.118620159015', '0.925', ['poi', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person']], ['0.3028', '0.11825620046', '0.925', ['poi', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi']], ['0.315083333333', '0.187957852484', '0.9365', ['poi', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees', 'restricted_stock']], ['0.313833333333', '0.186733668342', '0.929', ['poi', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees', 'salary']], ['0.259928571429', '0.148786020331', '0.8855', ['poi', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees', 'total_payments']], ['0.296923076923', '0.171088999447', '0.9285', ['poi', 'restricted_stock_deferred', 'from_messages', 'resto_dirfees', 'exercised_stock_options']], ['0.284', '0.160345411446', '0.947', ['poi', 'restricted_stock_deferred', 'from_messages', 'bonus', 'total_stock_value']], ['0.332916666667', '0.192776015553', '0.942', ['poi', 'restricted_stock_deferred', 'from_messages', 'bonus', 'from_poi_to_this_person']], ['0.327', '0.191385615603', '0.942', ['poi', 'restricted_stock_deferred', 'from_messages', 'bonus', 'from_this_person_to_poi']], ['0.312076923077', '0.175772858877', '0.941', ['poi', 'restricted_stock_deferred', 'from_messages', 'bonus', 'restricted_stock']], ['0.319416666667', '0.188125821786', '0.93', ['poi', 'restricted_stock_deferred', 'from_messages', 'bonus', 'salary']], ['0.268357142857', '0.150394435491', '0.8865', ['poi', 'restricted_stock_deferred', 'from_messages', 'bonus', 'total_payments']], ['0.306615384615', '0.174916573971', '0.9435', ['poi', 'restricted_stock_deferred', 'from_messages', 'bonus', 'exercised_stock_options']], ['0.284', '0.160345411446', '0.947', ['poi', 'restricted_stock_deferred', 'from_messages', 'total_stock_value', 'from_poi_to_this_person']], ['0.284142857143', '0.160372565622', '0.947', ['poi', 'restricted_stock_deferred', 'from_messages', 'total_stock_value', 'from_this_person_to_poi']], ['0.284642857143', '0.160467677709', '0.947', ['poi', 'restricted_stock_deferred', 'from_messages', 'total_stock_value', 'restricted_stock']], ['0.287142857143', '0.160367722165', '0.942', ['poi', 'restricted_stock_deferred', 'from_messages', 'total_stock_value', 'salary']], ['0.271066666667', '0.143666241225', '0.9005', ['poi', 'restricted_stock_deferred', 'from_messages', 'total_stock_value', 'total_payments']], ['0.2855', '0.160630989738', '0.947', ['poi', 'restricted_stock_deferred', 'from_messages', 'total_stock_value', 'exercised_stock_options']], ['0.305', '0.11858974359', '0.925', ['poi', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.3195', '0.18808174828', '0.9295', ['poi', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person', 'restricted_stock']], ['0.31925', '0.187961557916', '0.929', ['poi', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person', 'salary']], ['0.268571428571', '0.150314038364', '0.8855', ['poi', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person', 'total_payments']], ['0.307', '0.173179147627', '0.9285', ['poi', 'restricted_stock_deferred', 'from_messages', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.314', '0.186834170854', '0.9295', ['poi', 'restricted_stock_deferred', 'from_messages', 'from_this_person_to_poi', 'restricted_stock']], ['0.31375', '0.186714903025', '0.929', ['poi', 'restricted_stock_deferred', 'from_messages', 'from_this_person_to_poi', 'salary']], ['0.2675', '0.150122912605', '0.8855', ['poi', 'restricted_stock_deferred', 'from_messages', 'from_this_person_to_poi', 'total_payments']], ['0.307076923077', '0.173195299384', '0.9285', ['poi', 'restricted_stock_deferred', 'from_messages', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.307230769231', '0.172922502334', '0.926', ['poi', 'restricted_stock_deferred', 'from_messages', 'restricted_stock', 'salary']], ['0.269857142857', '0.150425170068', '0.8845', ['poi', 'restricted_stock_deferred', 'from_messages', 'restricted_stock', 'total_payments']], ['0.284714285714', '0.16048127436', '0.947', ['poi', 'restricted_stock_deferred', 'from_messages', 'restricted_stock', 'exercised_stock_options']], ['0.268071428571', '0.149808917197', '0.882', ['poi', 'restricted_stock_deferred', 'from_messages', 'salary', 'total_payments']], ['0.287571428571', '0.160449667859', '0.942', ['poi', 'restricted_stock_deferred', 'from_messages', 'salary', 'exercised_stock_options']], ['0.272266666667', '0.143872823135', '0.9005', ['poi', 'restricted_stock_deferred', 'from_messages', 'total_payments', 'exercised_stock_options']], ['0.439181818182', '0.237699760916', '0.9445', ['poi', 'restricted_stock_deferred', 'other', 'director_fees', 'resto_dirfees']], ['0.41675', '0.214310206881', '0.9375', ['poi', 'restricted_stock_deferred', 'other', 'director_fees', 'bonus']], ['0.332133333333', '0.159561820652', '0.9395', ['poi', 'restricted_stock_deferred', 'other', 'director_fees', 'total_stock_value']], ['0.375615384615', '0.190716958236', '0.943', ['poi', 'restricted_stock_deferred', 'other', 'director_fees', 'from_poi_to_this_person']], ['0.376538461538', '0.184756790251', '0.8945', ['poi', 'restricted_stock_deferred', 'other', 'director_fees', 'from_this_person_to_poi']], ['0.367846153846', '0.188851080865', '0.9435', ['poi', 'restricted_stock_deferred', 'other', 'director_fees', 'restricted_stock']], ['0.410666666667', '0.211555959964', '0.93', ['poi', 'restricted_stock_deferred', 'other', 'director_fees', 'salary']], ['0.364230769231', '0.188091207806', '0.9445', ['poi', 'restricted_stock_deferred', 'other', 'director_fees', 'total_payments']], ['0.348071428571', '0.173283212616', '0.945', ['poi', 'restricted_stock_deferred', 'other', 'director_fees', 'exercised_stock_options']], ['0.338818181818', '0.208061122799', '0.9395', ['poi', 'restricted_stock_deferred', 'other', 'resto_dirfees', 'bonus']], ['0.265857142857', '0.157537646864', '0.952', ['poi', 'restricted_stock_deferred', 'other', 'resto_dirfees', 'total_stock_value']], ['0.308333333333', '0.187127532777', '0.942', ['poi', 'restricted_stock_deferred', 'other', 'resto_dirfees', 'from_poi_to_this_person']], ['0.313545454545', '0.194698053019', '0.885', ['poi', 'restricted_stock_deferred', 'other', 'resto_dirfees', 'from_this_person_to_poi']], ['0.301666666667', '0.185528391167', '0.941', ['poi', 'restricted_stock_deferred', 'other', 'resto_dirfees', 'restricted_stock']], ['0.339727272727', '0.20919438612', '0.9465', ['poi', 'restricted_stock_deferred', 'other', 'resto_dirfees', 'salary']], ['0.277307692308', '0.169541513987', '0.9485', ['poi', 'restricted_stock_deferred', 'other', 'resto_dirfees', 'total_payments']], ['0.276846153846', '0.169509690096', '0.949', ['poi', 'restricted_stock_deferred', 'other', 'resto_dirfees', 'exercised_stock_options']], ['0.266571428571', '0.157838106274', '0.9535', ['poi', 'restricted_stock_deferred', 'other', 'bonus', 'total_stock_value']], ['0.312333333333', '0.187524990004', '0.938', ['poi', 'restricted_stock_deferred', 'other', 'bonus', 'from_poi_to_this_person']], ['0.299', '0.178370786517', '0.889', ['poi', 'restricted_stock_deferred', 'other', 'bonus', 'from_this_person_to_poi']], ['0.297583333333', '0.184945604234', '0.9435', ['poi', 'restricted_stock_deferred', 'other', 'bonus', 'restricted_stock']], ['0.340363636364', '0.208712037242', '0.9415', ['poi', 'restricted_stock_deferred', 'other', 'bonus', 'salary']], ['0.284076923077', '0.17005328276', '0.9415', ['poi', 'restricted_stock_deferred', 'other', 'bonus', 'total_payments']], ['0.276615384615', '0.168991416309', '0.945', ['poi', 'restricted_stock_deferred', 'other', 'bonus', 'exercised_stock_options']], ['0.261571428571', '0.155226596097', '0.9385', ['poi', 'restricted_stock_deferred', 'other', 'total_stock_value', 'from_poi_to_this_person']], ['0.259142857143', '0.156208935611', '0.951', ['poi', 'restricted_stock_deferred', 'other', 'total_stock_value', 'from_this_person_to_poi']], ['0.267285714286', '0.157628524046', '0.9505', ['poi', 'restricted_stock_deferred', 'other', 'total_stock_value', 'restricted_stock']], ['0.2665', '0.157768396656', '0.953', ['poi', 'restricted_stock_deferred', 'other', 'total_stock_value', 'salary']], ['0.306933333333', '0.149055341916', '0.8915', ['poi', 'restricted_stock_deferred', 'other', 'total_stock_value', 'total_payments']], ['0.269857142857', '0.158668216539', '0.9555', ['poi', 'restricted_stock_deferred', 'other', 'total_stock_value', 'exercised_stock_options']], ['0.30425', '0.178856853819', '0.884', ['poi', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.281153846154', '0.168576843245', '0.934', ['poi', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person', 'restricted_stock']], ['0.308666666667', '0.18620414673', '0.934', ['poi', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person', 'salary']], ['0.264928571429', '0.156971452213', '0.9485', ['poi', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person', 'total_payments']], ['0.259928571429', '0.15651959576', '0.9525', ['poi', 'restricted_stock_deferred', 'other', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.289333333333', '0.176318921063', '0.889', ['poi', 'restricted_stock_deferred', 'other', 'from_this_person_to_poi', 'restricted_stock']], ['0.29975', '0.176387344587', '0.8725', ['poi', 'restricted_stock_deferred', 'other', 'from_this_person_to_poi', 'salary']], ['0.262071428571', '0.154973908722', '0.9355', ['poi', 'restricted_stock_deferred', 'other', 'from_this_person_to_poi', 'total_payments']], ['0.269', '0.157885989696', '0.95', ['poi', 'restricted_stock_deferred', 'other', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.299', '0.185006877579', '0.9415', ['poi', 'restricted_stock_deferred', 'other', 'restricted_stock', 'salary']], ['0.262071428571', '0.153654277875', '0.924', ['poi', 'restricted_stock_deferred', 'other', 'restricted_stock', 'total_payments']], ['0.2675', '0.157951437806', '0.953', ['poi', 'restricted_stock_deferred', 'other', 'restricted_stock', 'exercised_stock_options']], ['0.281076923077', '0.169694244604', '0.9435', ['poi', 'restricted_stock_deferred', 'other', 'salary', 'total_payments']], ['0.276538461538', '0.168976307555', '0.945', ['poi', 'restricted_stock_deferred', 'other', 'salary', 'exercised_stock_options']], ['0.298', '0.156787092248', '0.894', ['poi', 'restricted_stock_deferred', 'other', 'total_payments', 'exercised_stock_options']], ['0.459272727273', '0.251635631605', '1.0', ['poi', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees', 'bonus']], ['0.345428571429', '0.179147259047', '1.0', ['poi', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees', 'total_stock_value']], ['0.4186', '0.146756677429', '1.0', ['poi', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person']], ['0.453444444444', '0.161863675582', '0.938', ['poi', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi']], ['0.384692307692', '0.199358524607', '0.9945', ['poi', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees', 'restricted_stock']], ['0.414666666667', '0.220702690683', '0.9925', ['poi', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees', 'salary']], ['0.363307692308', '0.188609981149', '0.9505', ['poi', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees', 'total_payments']], ['0.339666666667', '0.112057373375', '1.0', ['poi', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees', 'exercised_stock_options']], ['0.348214285714', '0.179775280899', '1.0', ['poi', 'restricted_stock_deferred', 'director_fees', 'bonus', 'total_stock_value']], ['0.405833333333', '0.219058050383', '1.0', ['poi', 'restricted_stock_deferred', 'director_fees', 'bonus', 'from_poi_to_this_person']], ['0.405833333333', '0.211343686698', '0.939', ['poi', 'restricted_stock_deferred', 'director_fees', 'bonus', 'from_this_person_to_poi']], ['0.382923076923', '0.1989', '0.9945', ['poi', 'restricted_stock_deferred', 'director_fees', 'bonus', 'restricted_stock']], ['0.414833333333', '0.220813875917', '0.993', ['poi', 'restricted_stock_deferred', 'director_fees', 'bonus', 'salary']], ['0.363384615385', '0.18862869617', '0.9505', ['poi', 'restricted_stock_deferred', 'director_fees', 'bonus', 'total_payments']], ['0.356142857143', '0.181587071001', '1.0', ['poi', 'restricted_stock_deferred', 'director_fees', 'bonus', 'exercised_stock_options']], ['0.3412', '0.168321831342', '1.0', ['poi', 'restricted_stock_deferred', 'director_fees', 'total_stock_value', 'from_poi_to_this_person']], ['0.35', '0.18018018018', '1.0', ['poi', 'restricted_stock_deferred', 'director_fees', 'total_stock_value', 'from_this_person_to_poi']], ['0.345428571429', '0.179147259047', '1.0', ['poi', 'restricted_stock_deferred', 'director_fees', 'total_stock_value', 'restricted_stock']], ['0.341266666667', '0.168335998653', '1.0', ['poi', 'restricted_stock_deferred', 'director_fees', 'total_stock_value', 'salary']], ['0.3266', '0.160221457931', '0.955', ['poi', 'restricted_stock_deferred', 'director_fees', 'total_stock_value', 'total_payments']], ['0.345428571429', '0.179147259047', '1.0', ['poi', 'restricted_stock_deferred', 'director_fees', 'total_stock_value', 'exercised_stock_options']], ['0.4063', '0.13661121743', '0.928', ['poi', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.376923076923', '0.197660586836', '0.997', ['poi', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person', 'restricted_stock']], ['0.386', '0.199396984925', '0.992', ['poi', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person', 'salary']], ['0.3505', '0.174662874966', '0.952', ['poi', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person', 'total_payments']], ['0.357', '0.181785129976', '1.0', ['poi', 'restricted_stock_deferred', 'director_fees', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.375230769231', '0.192547207714', '0.9585', ['poi', 'restricted_stock_deferred', 'director_fees', 'from_this_person_to_poi', 'restricted_stock']], ['0.375307692308', '0.18875216109', '0.928', ['poi', 'restricted_stock_deferred', 'director_fees', 'from_this_person_to_poi', 'salary']], ['0.351285714286', '0.174899008447', '0.9525', ['poi', 'restricted_stock_deferred', 'director_fees', 'from_this_person_to_poi', 'total_payments']], ['0.369692307692', '0.196193839513', '1.0', ['poi', 'restricted_stock_deferred', 'director_fees', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.372923076923', '0.196766561514', '0.998', ['poi', 'restricted_stock_deferred', 'director_fees', 'restricted_stock', 'salary']], ['0.3395', '0.171635704576', '0.947', ['poi', 'restricted_stock_deferred', 'director_fees', 'restricted_stock', 'total_payments']], ['0.3455', '0.179163307355', '1.0', ['poi', 'restricted_stock_deferred', 'director_fees', 'restricted_stock', 'exercised_stock_options']], ['0.363153846154', '0.188387096774', '0.949', ['poi', 'restricted_stock_deferred', 'director_fees', 'salary', 'total_payments']], ['0.354357142857', '0.181175831144', '1.0', ['poi', 'restricted_stock_deferred', 'director_fees', 'salary', 'exercised_stock_options']], ['0.331533333333', '0.160477116995', '0.9485', ['poi', 'restricted_stock_deferred', 'director_fees', 'total_payments', 'exercised_stock_options']], ['0.286615384615', '0.177399325883', '1.0', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'bonus', 'total_stock_value']], ['0.337181818182', '0.215262081584', '1.0', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']], ['0.333090909091', '0.206232107465', '0.9365', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']], ['0.316666666667', '0.195600942655', '0.996', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'bonus', 'restricted_stock']], ['0.347272727273', '0.217495636998', '0.997', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'bonus', 'salary']], ['0.277230769231', '0.170351221252', '0.9555', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'bonus', 'total_payments']], ['0.288', '0.177683013504', '1.0', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'bonus', 'exercised_stock_options']], ['0.273642857143', '0.164352042074', '1.0', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']], ['0.286', '0.177273533062', '1.0', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']], ['0.285615384615', '0.177195003101', '1.0', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value', 'restricted_stock']], ['0.271571428571', '0.163961305132', '1.0', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value', 'salary']], ['0.248266666667', '0.145250114732', '0.9495', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value', 'total_payments']], ['0.285615384615', '0.177195003101', '1.0', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']], ['0.311666666667', '0.133276860088', '0.944', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.30225', '0.192452465978', '0.997', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']], ['0.31025', '0.193535787521', '0.991', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person', 'salary']], ['0.263357142857', '0.157082748948', '0.952', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']], ['0.290076923077', '0.178110250245', '1.0', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.315', '0.193837369561', '0.9845', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']], ['0.307416666667', '0.185613231045', '0.9315', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'from_this_person_to_poi', 'salary']], ['0.260642857143', '0.155799192152', '0.945', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']], ['0.302916666667', '0.192957067053', '1.0', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.307583333333', '0.193410438332', '0.995', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'restricted_stock', 'salary']], ['0.253285714286', '0.15426141011', '0.943', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'restricted_stock', 'total_payments']], ['0.285615384615', '0.177195003101', '1.0', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']], ['0.277', '0.170129291128', '0.954', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'salary', 'total_payments']], ['0.283538461538', '0.176772140711', '1.0', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'salary', 'exercised_stock_options']], ['0.253714285714', '0.15445026178', '0.944', ['poi', 'restricted_stock_deferred', 'resto_dirfees', 'total_payments', 'exercised_stock_options']], ['0.273642857143', '0.164352042074', '1.0', ['poi', 'restricted_stock_deferred', 'bonus', 'total_stock_value', 'from_poi_to_this_person']], ['0.273642857143', '0.164352042074', '1.0', ['poi', 'restricted_stock_deferred', 'bonus', 'total_stock_value', 'from_this_person_to_poi']], ['0.286692307692', '0.177415062539', '1.0', ['poi', 'restricted_stock_deferred', 'bonus', 'total_stock_value', 'restricted_stock']], ['0.271571428571', '0.163961305132', '1.0', ['poi', 'restricted_stock_deferred', 'bonus', 'total_stock_value', 'salary']], ['0.299066666667', '0.149514243372', '0.908', ['poi', 'restricted_stock_deferred', 'bonus', 'total_stock_value', 'total_payments']], ['0.286846153846', '0.177389298074', '0.9995', ['poi', 'restricted_stock_deferred', 'bonus', 'total_stock_value', 'exercised_stock_options']], ['0.331727272727', '0.206021316339', '0.9375', ['poi', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.308666666667', '0.193952945752', '0.9975', ['poi', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person', 'restricted_stock']], ['0.310416666667', '0.19369325393', '0.992', ['poi', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person', 'salary']], ['0.263357142857', '0.157082748948', '0.952', ['poi', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person', 'total_payments']], ['0.280307692308', '0.176118351532', '1.0', ['poi', 'restricted_stock_deferred', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.299', '0.18550127526', '0.9455', ['poi', 'restricted_stock_deferred', 'bonus', 'from_this_person_to_poi', 'restricted_stock']], ['0.308916666667', '0.186134663342', '0.933', ['poi', 'restricted_stock_deferred', 'bonus', 'from_this_person_to_poi', 'salary']], ['0.260571428571', '0.155729596043', '0.9445', ['poi', 'restricted_stock_deferred', 'bonus', 'from_this_person_to_poi', 'total_payments']], ['0.283538461538', '0.176772140711', '1.0', ['poi', 'restricted_stock_deferred', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.30775', '0.193448041217', '0.995', ['poi', 'restricted_stock_deferred', 'bonus', 'restricted_stock', 'salary']], ['0.257857142857', '0.154049150586', '0.934', ['poi', 'restricted_stock_deferred', 'bonus', 'restricted_stock', 'total_payments']], ['0.286692307692', '0.177415062539', '1.0', ['poi', 'restricted_stock_deferred', 'bonus', 'restricted_stock', 'exercised_stock_options']], ['0.277384615385', '0.170205173952', '0.954', ['poi', 'restricted_stock_deferred', 'bonus', 'salary', 'total_payments']], ['0.283538461538', '0.176772140711', '1.0', ['poi', 'restricted_stock_deferred', 'bonus', 'salary', 'exercised_stock_options']], ['0.294428571429', '0.15741868151', '0.905', ['poi', 'restricted_stock_deferred', 'bonus', 'total_payments', 'exercised_stock_options']], ['0.273642857143', '0.164352042074', '1.0', ['poi', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.273642857143', '0.164352042074', '1.0', ['poi', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']], ['0.263928571429', '0.162535554653', '1.0', ['poi', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person', 'salary']], ['0.250933333333', '0.14520590043', '0.945', ['poi', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']], ['0.273642857143', '0.164352042074', '1.0', ['poi', 'restricted_stock_deferred', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.286', '0.177273533062', '1.0', ['poi', 'restricted_stock_deferred', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']], ['0.263928571429', '0.162535554653', '1.0', ['poi', 'restricted_stock_deferred', 'total_stock_value', 'from_this_person_to_poi', 'salary']], ['0.251466666667', '0.145186096586', '0.944', ['poi', 'restricted_stock_deferred', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']], ['0.286', '0.177273533062', '1.0', ['poi', 'restricted_stock_deferred', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.271571428571', '0.163961305132', '1.0', ['poi', 'restricted_stock_deferred', 'total_stock_value', 'restricted_stock', 'salary']], ['0.297866666667', '0.148599670511', '0.902', ['poi', 'restricted_stock_deferred', 'total_stock_value', 'restricted_stock', 'total_payments']], ['0.286076923077', '0.177174780527', '0.999', ['poi', 'restricted_stock_deferred', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']], ['0.281533333333', '0.149452831696', '0.9355', ['poi', 'restricted_stock_deferred', 'total_stock_value', 'salary', 'total_payments']], ['0.271571428571', '0.163961305132', '1.0', ['poi', 'restricted_stock_deferred', 'total_stock_value', 'salary', 'exercised_stock_options']], ['0.3072', '0.148929049531', '0.89', ['poi', 'restricted_stock_deferred', 'total_stock_value', 'total_payments', 'exercised_stock_options']], ['0.2905', '0.181123947523', '0.925', ['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']], ['0.307916666667', '0.185912125137', '0.933', ['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']], ['0.259357142857', '0.156021372791', '0.949', ['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']], ['0.289307692308', '0.177951775069', '1.0', ['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.3025', '0.191794077801', '0.991', ['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'restricted_stock', 'salary']], ['0.255714285714', '0.155087661806', '0.9465', ['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']], ['0.273642857143', '0.164352042074', '1.0', ['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']], ['0.262857142857', '0.156595674426', '0.9485', ['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'salary', 'total_payments']], ['0.271428571429', '0.16393442623', '1.0', ['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']], ['0.250733333333', '0.145117922716', '0.9445', ['poi', 'restricted_stock_deferred', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']], ['0.297666666667', '0.183972468043', '0.9355', ['poi', 'restricted_stock_deferred', 'from_this_person_to_poi', 'restricted_stock', 'salary']], ['0.252214285714', '0.153108871959', '0.9345', ['poi', 'restricted_stock_deferred', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']], ['0.286', '0.177273533062', '1.0', ['poi', 'restricted_stock_deferred', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']], ['0.259642857143', '0.154823801271', '0.938', ['poi', 'restricted_stock_deferred', 'from_this_person_to_poi', 'salary', 'total_payments']], ['0.273714285714', '0.164365548981', '1.0', ['poi', 'restricted_stock_deferred', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']], ['0.252266666667', '0.145210963967', '0.943', ['poi', 'restricted_stock_deferred', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']], ['0.255', '0.153827201051', '0.9365', ['poi', 'restricted_stock_deferred', 'restricted_stock', 'salary', 'total_payments']], ['0.271571428571', '0.163961305132', '1.0', ['poi', 'restricted_stock_deferred', 'restricted_stock', 'salary', 'exercised_stock_options']], ['0.302', '0.149188204109', '0.9005', ['poi', 'restricted_stock_deferred', 'restricted_stock', 'total_payments', 'exercised_stock_options']], ['0.284357142857', '0.157746478873', '0.924', ['poi', 'restricted_stock_deferred', 'salary', 'total_payments', 'exercised_stock_options']], ['0.297153846154', '0.165338084967', '0.8815', ['poi', 'shared_receipt_with_poi', 'from_messages', 'other', 'director_fees']], ['0.215416666667', '0.161322736823', '0.883', ['poi', 'shared_receipt_with_poi', 'from_messages', 'other', 'resto_dirfees']], ['0.780666666667', '0.209558823529', '0.114', ['poi', 'shared_receipt_with_poi', 'from_messages', 'other', 'bonus']], ['0.836071428571', '0.355816226784', '0.182', ['poi', 'shared_receipt_with_poi', 'from_messages', 'other', 'total_stock_value']], ['0.757333333333', '0.0606936416185', '0.0315', ['poi', 'shared_receipt_with_poi', 'from_messages', 'other', 'from_poi_to_this_person']], ['0.737833333333', '0.054432348367', '0.035', ['poi', 'shared_receipt_with_poi', 'from_messages', 'other', 'from_this_person_to_poi']], ['0.790384615385', '0.129724208376', '0.0635', ['poi', 'shared_receipt_with_poi', 'from_messages', 'other', 'restricted_stock']], ['0.779916666667', '0.131185270426', '0.057', ['poi', 'shared_receipt_with_poi', 'from_messages', 'other', 'salary']], ['0.809571428571', '0.0595238095238', '0.0225', ['poi', 'shared_receipt_with_poi', 'from_messages', 'other', 'total_payments']], ['0.833571428571', '0.34492481203', '0.1835', ['poi', 'shared_receipt_with_poi', 'from_messages', 'other', 'exercised_stock_options']], ['0.2904', '0.118045112782', '0.942', ['poi', 'shared_receipt_with_poi', 'from_messages', 'director_fees', 'resto_dirfees']], ['0.316083333333', '0.187619526925', '0.932', ['poi', 'shared_receipt_with_poi', 'from_messages', 'director_fees', 'bonus']], ['0.2846', '0.150620248099', '0.941', ['poi', 'shared_receipt_with_poi', 'from_messages', 'director_fees', 'total_stock_value']], ['0.29', '0.117410938284', '0.936', ['poi', 'shared_receipt_with_poi', 'from_messages', 'director_fees', 'from_poi_to_this_person']], ['0.2861', '0.115013169447', '0.917', ['poi', 'shared_receipt_with_poi', 'from_messages', 'director_fees', 'from_this_person_to_poi']], ['0.281571428571', '0.157456214929', '0.926', ['poi', 'shared_receipt_with_poi', 'from_messages', 'director_fees', 'restricted_stock']], ['0.296769230769', '0.171360206148', '0.931', ['poi', 'shared_receipt_with_poi', 'from_messages', 'director_fees', 'salary']], ['0.2945', '0.156236362049', '0.895', ['poi', 'shared_receipt_with_poi', 'from_messages', 'director_fees', 'total_payments']], ['0.304923076923', '0.170105026257', '0.907', ['poi', 'shared_receipt_with_poi', 'from_messages', 'director_fees', 'exercised_stock_options']], ['0.244818181818', '0.186000199144', '0.934', ['poi', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees', 'bonus']], ['0.191785714286', '0.144058081773', '0.9425', ['poi', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees', 'total_stock_value']], ['0.181777777778', '0.109282907662', '0.89', ['poi', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person']], ['0.176333333333', '0.106998406667', '0.873', ['poi', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi']], ['0.21975', '0.167704666486', '0.929', ['poi', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees', 'restricted_stock']], ['0.223083333333', '0.16933080466', '0.9375', ['poi', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees', 'salary']], ['0.235571428571', '0.138561222794', '0.834', ['poi', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees', 'total_payments']], ['0.209923076923', '0.155231346394', '0.931', ['poi', 'shared_receipt_with_poi', 'from_messages', 'resto_dirfees', 'exercised_stock_options']], ['0.838571428571', '0.40727532097', '0.2855', ['poi', 'shared_receipt_with_poi', 'from_messages', 'bonus', 'total_stock_value']], ['0.779', '0.319362950545', '0.1905', ['poi', 'shared_receipt_with_poi', 'from_messages', 'bonus', 'from_poi_to_this_person']], ['0.762727272727', '0.281518624642', '0.1965', ['poi', 'shared_receipt_with_poi', 'from_messages', 'bonus', 'from_this_person_to_poi']], ['0.79375', '0.295434969854', '0.1715', ['poi', 'shared_receipt_with_poi', 'from_messages', 'bonus', 'restricted_stock']], ['0.79325', '0.292493528904', '0.1695', ['poi', 'shared_receipt_with_poi', 'from_messages', 'bonus', 'salary']], ['0.821714285714', '0.236170212766', '0.111', ['poi', 'shared_receipt_with_poi', 'from_messages', 'bonus', 'total_payments']], ['0.824461538462', '0.400564174894', '0.284', ['poi', 'shared_receipt_with_poi', 'from_messages', 'bonus', 'exercised_stock_options']], ['0.8545', '0.483642793988', '0.2735', ['poi', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value', 'from_poi_to_this_person']], ['0.855857142857', '0.49190647482', '0.2735', ['poi', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value', 'from_this_person_to_poi']], ['0.848642857143', '0.449275362319', '0.2635', ['poi', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value', 'restricted_stock']], ['0.837642857143', '0.386155129274', '0.2315', ['poi', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value', 'salary']], ['0.845266666667', '0.34552454283', '0.1795', ['poi', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value', 'total_payments']], ['0.837071428571', '0.398993529835', '0.2775', ['poi', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value', 'exercised_stock_options']], ['0.786', '0.00215053763441', '0.002', ['poi', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.7875', '0.213541666667', '0.1025', ['poi', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person', 'restricted_stock']], ['0.7855', '0.254280821918', '0.1485', ['poi', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person', 'salary']], ['0.822785714286', '0.160789844852', '0.057', ['poi', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person', 'total_payments']], ['0.826333333333', '0.464163822526', '0.272', ['poi', 'shared_receipt_with_poi', 'from_messages', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.77925', '0.185866408519', '0.096', ['poi', 'shared_receipt_with_poi', 'from_messages', 'from_this_person_to_poi', 'restricted_stock']], ['0.737083333333', '0.173913043478', '0.154', ['poi', 'shared_receipt_with_poi', 'from_messages', 'from_this_person_to_poi', 'salary']], ['0.8225', '0.154065620542', '0.054', ['poi', 'shared_receipt_with_poi', 'from_messages', 'from_this_person_to_poi', 'total_payments']], ['0.829166666667', '0.477106227106', '0.2605', ['poi', 'shared_receipt_with_poi', 'from_messages', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.809307692308', '0.255861365953', '0.1255', ['poi', 'shared_receipt_with_poi', 'from_messages', 'restricted_stock', 'salary']], ['0.821285714286', '0.178205128205', '0.0695', ['poi', 'shared_receipt_with_poi', 'from_messages', 'restricted_stock', 'total_payments']], ['0.84', '0.407264296754', '0.2635', ['poi', 'shared_receipt_with_poi', 'from_messages', 'restricted_stock', 'exercised_stock_options']], ['0.822714285714', '0.157670454545', '0.0555', ['poi', 'shared_receipt_with_poi', 'from_messages', 'salary', 'total_payments']], ['0.829923076923', '0.406719717065', '0.23', ['poi', 'shared_receipt_with_poi', 'from_messages', 'salary', 'exercised_stock_options']], ['0.853533333333', '0.392113910186', '0.179', ['poi', 'shared_receipt_with_poi', 'from_messages', 'total_payments', 'exercised_stock_options']], ['0.273461538462', '0.167960039247', '0.9415', ['poi', 'shared_receipt_with_poi', 'other', 'director_fees', 'resto_dirfees']], ['0.274846153846', '0.16823014384', '0.9415', ['poi', 'shared_receipt_with_poi', 'other', 'director_fees', 'bonus']], ['0.459', '0.176831201776', '0.8365', ['poi', 'shared_receipt_with_poi', 'other', 'director_fees', 'total_stock_value']], ['0.274692307692', '0.168081494058', '0.9405', ['poi', 'shared_receipt_with_poi', 'other', 'director_fees', 'from_poi_to_this_person']], ['0.269230769231', '0.159894794123', '0.8815', ['poi', 'shared_receipt_with_poi', 'other', 'director_fees', 'from_this_person_to_poi']], ['0.251857142857', '0.152704918033', '0.9315', ['poi', 'shared_receipt_with_poi', 'other', 'director_fees', 'restricted_stock']], ['0.271', '0.166651805617', '0.9345', ['poi', 'shared_receipt_with_poi', 'other', 'director_fees', 'salary']], ['0.682714285714', '0.163079470199', '0.2955', ['poi', 'shared_receipt_with_poi', 'other', 'director_fees', 'total_payments']], ['0.312466666667', '0.14855838336', '0.8785', ['poi', 'shared_receipt_with_poi', 'other', 'director_fees', 'exercised_stock_options']], ['0.191333333333', '0.163698271346', '0.9375', ['poi', 'shared_receipt_with_poi', 'other', 'resto_dirfees', 'bonus']], ['0.220285714286', '0.142157649703', '0.8855', ['poi', 'shared_receipt_with_poi', 'other', 'resto_dirfees', 'total_stock_value']], ['0.1905', '0.162967493883', '0.9325', ['poi', 'shared_receipt_with_poi', 'other', 'resto_dirfees', 'from_poi_to_this_person']], ['0.184583333333', '0.155926809865', '0.882', ['poi', 'shared_receipt_with_poi', 'other', 'resto_dirfees', 'from_this_person_to_poi']], ['0.178384615385', '0.150551485388', '0.935', ['poi', 'shared_receipt_with_poi', 'other', 'resto_dirfees', 'restricted_stock']], ['0.194333333333', '0.163211524947', '0.929', ['poi', 'shared_receipt_with_poi', 'other', 'resto_dirfees', 'salary']], ['0.226857142857', '0.138775176028', '0.8475', ['poi', 'shared_receipt_with_poi', 'other', 'resto_dirfees', 'total_payments']], ['0.206928571429', '0.142486843139', '0.907', ['poi', 'shared_receipt_with_poi', 'other', 'resto_dirfees', 'exercised_stock_options']], ['0.829142857143', '0.354383358098', '0.2385', ['poi', 'shared_receipt_with_poi', 'other', 'bonus', 'total_stock_value']], ['0.793166666667', '0.238043478261', '0.1095', ['poi', 'shared_receipt_with_poi', 'other', 'bonus', 'from_poi_to_this_person']], ['0.780416666667', '0.187807276303', '0.0955', ['poi', 'shared_receipt_with_poi', 'other', 'bonus', 'from_this_person_to_poi']], ['0.792769230769', '0.195614035088', '0.1115', ['poi', 'shared_receipt_with_poi', 'other', 'bonus', 'restricted_stock']], ['0.794583333333', '0.2030651341', '0.0795', ['poi', 'shared_receipt_with_poi', 'other', 'bonus', 'salary']], ['0.8225', '0.246603970742', '0.118', ['poi', 'shared_receipt_with_poi', 'other', 'bonus', 'total_payments']], ['0.834357142857', '0.367854183927', '0.222', ['poi', 'shared_receipt_with_poi', 'other', 'bonus', 'exercised_stock_options']], ['0.839642857143', '0.371727748691', '0.1775', ['poi', 'shared_receipt_with_poi', 'other', 'total_stock_value', 'from_poi_to_this_person']], ['0.840928571429', '0.378868729989', '0.1775', ['poi', 'shared_receipt_with_poi', 'other', 'total_stock_value', 'from_this_person_to_poi']], ['0.84', '0.374476987448', '0.179', ['poi', 'shared_receipt_with_poi', 'other', 'total_stock_value', 'restricted_stock']], ['0.836785714286', '0.357071213641', '0.178', ['poi', 'shared_receipt_with_poi', 'other', 'total_stock_value', 'salary']], ['0.837466666667', '0.305506216696', '0.172', ['poi', 'shared_receipt_with_poi', 'other', 'total_stock_value', 'total_payments']], ['0.848357142857', '0.440922190202', '0.2295', ['poi', 'shared_receipt_with_poi', 'other', 'total_stock_value', 'exercised_stock_options']], ['0.770833333333', '0.0026525198939', '0.001', ['poi', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.787', '0.109644670051', '0.054', ['poi', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person', 'restricted_stock']], ['0.786416666667', '0.119079837618', '0.044', ['poi', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person', 'salary']], ['0.821428571429', '0.0471014492754', '0.013', ['poi', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person', 'total_payments']], ['0.837071428571', '0.358793969849', '0.1785', ['poi', 'shared_receipt_with_poi', 'other', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.788230769231', '0.112255406797', '0.0545', ['poi', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi', 'restricted_stock']], ['0.78475', '0.115942028986', '0.044', ['poi', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi', 'salary']], ['0.823214285714', '0.0423892100193', '0.011', ['poi', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi', 'total_payments']], ['0.839285714286', '0.370062370062', '0.178', ['poi', 'shared_receipt_with_poi', 'other', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.795384615385', '0.123287671233', '0.054', ['poi', 'shared_receipt_with_poi', 'other', 'restricted_stock', 'salary']], ['0.817642857143', '0.163215590743', '0.067', ['poi', 'shared_receipt_with_poi', 'other', 'restricted_stock', 'total_payments']], ['0.838357142857', '0.366767983789', '0.181', ['poi', 'shared_receipt_with_poi', 'other', 'restricted_stock', 'exercised_stock_options']], ['0.824857142857', '0.157575757576', '0.052', ['poi', 'shared_receipt_with_poi', 'other', 'salary', 'total_payments']], ['0.8385', '0.365325077399', '0.177', ['poi', 'shared_receipt_with_poi', 'other', 'salary', 'exercised_stock_options']], ['0.843866666667', '0.331692913386', '0.1685', ['poi', 'shared_receipt_with_poi', 'other', 'total_payments', 'exercised_stock_options']], ['0.294083333333', '0.191003724573', '1.0', ['poi', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees', 'bonus']], ['0.249066666667', '0.150784077201', '1.0', ['poi', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees', 'total_stock_value']], ['0.2723', '0.120816721034', '1.0', ['poi', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person']], ['0.2669', '0.114668289714', '0.942', ['poi', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi']], ['0.2605', '0.161630073726', '0.9975', ['poi', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees', 'restricted_stock']], ['0.276384615385', '0.174303051623', '0.991', ['poi', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees', 'salary']], ['0.255357142857', '0.155588259341', '0.9515', ['poi', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees', 'total_payments']], ['0.277769230769', '0.175608042848', '1.0', ['poi', 'shared_receipt_with_poi', 'director_fees', 'resto_dirfees', 'exercised_stock_options']], ['0.3282', '0.160430505339', '0.954', ['poi', 'shared_receipt_with_poi', 'director_fees', 'bonus', 'total_stock_value']], ['0.294083333333', '0.191003724573', '1.0', ['poi', 'shared_receipt_with_poi', 'director_fees', 'bonus', 'from_poi_to_this_person']], ['0.285833333333', '0.181562621171', '0.9365', ['poi', 'shared_receipt_with_poi', 'director_fees', 'bonus', 'from_this_person_to_poi']], ['0.260642857143', '0.161601426372', '0.997', ['poi', 'shared_receipt_with_poi', 'director_fees', 'bonus', 'restricted_stock']], ['0.277153846154', '0.174456473902', '0.991', ['poi', 'shared_receipt_with_poi', 'director_fees', 'bonus', 'salary']], ['0.6955', '0.236308552785', '0.507', ['poi', 'shared_receipt_with_poi', 'director_fees', 'bonus', 'total_payments']], ['0.271928571429', '0.162645145351', '0.9875', ['poi', 'shared_receipt_with_poi', 'director_fees', 'bonus', 'exercised_stock_options']], ['0.248533333333', '0.150271575136', '0.996', ['poi', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value', 'from_poi_to_this_person']], ['0.247933333333', '0.149694270401', '0.9915', ['poi', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value', 'from_this_person_to_poi']], ['0.286', '0.152156549521', '0.9525', ['poi', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value', 'restricted_stock']], ['0.257533333333', '0.150111051543', '0.98', ['poi', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value', 'salary']], ['0.707933333333', '0.190215977101', '0.3655', ['poi', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value', 'total_payments']], ['0.622266666667', '0.209324452902', '0.66', ['poi', 'shared_receipt_with_poi', 'director_fees', 'total_stock_value', 'exercised_stock_options']], ['0.2653', '0.109991397321', '0.895', ['poi', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.260214285714', '0.161303396288', '0.995', ['poi', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person', 'restricted_stock']], ['0.276384615385', '0.174303051623', '0.991', ['poi', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person', 'salary']], ['0.341928571429', '0.156948539903', '0.825', ['poi', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person', 'total_payments']], ['0.270538461538', '0.168747233289', '0.953', ['poi', 'shared_receipt_with_poi', 'director_fees', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.250714285714', '0.151763740771', '0.925', ['poi', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi', 'restricted_stock']], ['0.271538461538', '0.166339110238', '0.931', ['poi', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi', 'salary']], ['0.391071428571', '0.159695420882', '0.7655', ['poi', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi', 'total_payments']], ['0.270076923077', '0.168305430065', '0.95', ['poi', 'shared_receipt_with_poi', 'director_fees', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.260285714286', '0.159161364007', '0.9755', ['poi', 'shared_receipt_with_poi', 'director_fees', 'restricted_stock', 'salary']], ['0.668928571429', '0.205849519982', '0.461', ['poi', 'shared_receipt_with_poi', 'director_fees', 'restricted_stock', 'total_payments']], ['0.2626', '0.149314962458', '0.9645', ['poi', 'shared_receipt_with_poi', 'director_fees', 'restricted_stock', 'exercised_stock_options']], ['0.662357142857', '0.233847355065', '0.599', ['poi', 'shared_receipt_with_poi', 'director_fees', 'salary', 'total_payments']], ['0.259214285714', '0.158577371727', '0.972', ['poi', 'shared_receipt_with_poi', 'director_fees', 'salary', 'exercised_stock_options']], ['0.7192', '0.205694518361', '0.3865', ['poi', 'shared_receipt_with_poi', 'director_fees', 'total_payments', 'exercised_stock_options']], ['0.213142857143', '0.149728049728', '0.9635', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus', 'total_stock_value']], ['0.218', '0.188643652141', '1.0', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']], ['0.208090909091', '0.179175829429', '0.937', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']], ['0.184153846154', '0.158112188146', '0.995', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus', 'restricted_stock']], ['0.201', '0.172252937111', '0.997', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus', 'salary']], ['0.224071428571', '0.140621198605', '0.867', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus', 'total_payments']], ['0.228307692308', '0.162860980524', '0.97', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'bonus', 'exercised_stock_options']], ['0.193428571429', '0.14829674489', '0.9795', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']], ['0.199285714286', '0.149009146341', '0.9775', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']], ['0.2105', '0.14897246995', '0.9605', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value', 'restricted_stock']], ['0.216857142857', '0.151043288695', '0.97', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value', 'salary']], ['0.219666666667', '0.133524658258', '0.884', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value', 'total_payments']], ['0.2195', '0.148238631886', '0.9405', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']], ['0.143666666667', '0.102430349733', '0.864', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.19775', '0.170710646749', '0.9885', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']], ['0.201', '0.172252937111', '0.997', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person', 'salary']], ['0.220714285714', '0.139271255061', '0.86', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']], ['0.209461538462', '0.161361590705', '0.986', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.188', '0.162188099808', '0.9295', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']], ['0.194166666667', '0.164538138558', '0.9405', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi', 'salary']], ['0.220857142857', '0.139001458907', '0.8575', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']], ['0.215615384615', '0.161420900454', '0.977', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.184230769231', '0.156979988838', '0.9845', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'restricted_stock', 'salary']], ['0.212214285714', '0.138521899271', '0.865', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'restricted_stock', 'total_payments']], ['0.208857142857', '0.149087534797', '0.964', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']], ['0.222142857143', '0.139263106639', '0.858', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'salary', 'total_payments']], ['0.211357142857', '0.150575867666', '0.974', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'salary', 'exercised_stock_options']], ['0.224333333333', '0.133064209003', '0.8735', ['poi', 'shared_receipt_with_poi', 'resto_dirfees', 'total_payments', 'exercised_stock_options']], ['0.836714285714', '0.3984375', '0.2805', ['poi', 'shared_receipt_with_poi', 'bonus', 'total_stock_value', 'from_poi_to_this_person']], ['0.835857142857', '0.394774011299', '0.2795', ['poi', 'shared_receipt_with_poi', 'bonus', 'total_stock_value', 'from_this_person_to_poi']], ['0.832928571429', '0.383824537354', '0.28', ['poi', 'shared_receipt_with_poi', 'bonus', 'total_stock_value', 'restricted_stock']], ['0.833428571429', '0.383916083916', '0.2745', ['poi', 'shared_receipt_with_poi', 'bonus', 'total_stock_value', 'salary']], ['0.842866666667', '0.359559402046', '0.2285', ['poi', 'shared_receipt_with_poi', 'bonus', 'total_stock_value', 'total_payments']], ['0.840571428571', '0.422872340426', '0.318', ['poi', 'shared_receipt_with_poi', 'bonus', 'total_stock_value', 'exercised_stock_options']], ['0.783272727273', '0.308383233533', '0.1545', ['poi', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.793', '0.3', '0.1815', ['poi', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person', 'restricted_stock']], ['0.804166666667', '0.334905660377', '0.1775', ['poi', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person', 'salary']], ['0.825357142857', '0.261521972133', '0.122', ['poi', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person', 'total_payments']], ['0.827461538462', '0.411378555799', '0.282', ['poi', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.784333333333', '0.262520193861', '0.1625', ['poi', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi', 'restricted_stock']], ['0.791333333333', '0.264925373134', '0.142', ['poi', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi', 'salary']], ['0.8245', '0.252437703142', '0.1165', ['poi', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi', 'total_payments']], ['0.827769230769', '0.412067696836', '0.28', ['poi', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.799384615385', '0.266871165644', '0.174', ['poi', 'shared_receipt_with_poi', 'bonus', 'restricted_stock', 'salary']], ['0.819928571429', '0.251193887297', '0.1315', ['poi', 'shared_receipt_with_poi', 'bonus', 'restricted_stock', 'total_payments']], ['0.832357142857', '0.381892443839', '0.2805', ['poi', 'shared_receipt_with_poi', 'bonus', 'restricted_stock', 'exercised_stock_options']], ['0.824357142857', '0.257142857143', '0.1215', ['poi', 'shared_receipt_with_poi', 'bonus', 'salary', 'total_payments']], ['0.829384615385', '0.416282642089', '0.271', ['poi', 'shared_receipt_with_poi', 'bonus', 'salary', 'exercised_stock_options']], ['0.8506', '0.396743787489', '0.2315', ['poi', 'shared_receipt_with_poi', 'bonus', 'total_payments', 'exercised_stock_options']], ['0.837928571429', '0.388566694283', '0.2345', ['poi', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.840785714286', '0.409342834521', '0.2585', ['poi', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']], ['0.832285714286', '0.359677419355', '0.223', ['poi', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person', 'salary']], ['0.847266666667', '0.352583586626', '0.174', ['poi', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']], ['0.845785714286', '0.437154150198', '0.2765', ['poi', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.841571428571', '0.41021416804', '0.249', ['poi', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']], ['0.833428571429', '0.364379084967', '0.223', ['poi', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi', 'salary']], ['0.847933333333', '0.355897435897', '0.1735', ['poi', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']], ['0.848857142857', '0.452536824877', '0.2765', ['poi', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.843071428571', '0.413973799127', '0.237', ['poi', 'shared_receipt_with_poi', 'total_stock_value', 'restricted_stock', 'salary']], ['0.850333333333', '0.380720545278', '0.1955', ['poi', 'shared_receipt_with_poi', 'total_stock_value', 'restricted_stock', 'total_payments']], ['0.848785714286', '0.450042698548', '0.2635', ['poi', 'shared_receipt_with_poi', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']], ['0.843333333333', '0.329434697856', '0.169', ['poi', 'shared_receipt_with_poi', 'total_stock_value', 'salary', 'total_payments']], ['0.847071428571', '0.4410041841', '0.2635', ['poi', 'shared_receipt_with_poi', 'total_stock_value', 'salary', 'exercised_stock_options']], ['0.8488', '0.379496402878', '0.211', ['poi', 'shared_receipt_with_poi', 'total_stock_value', 'total_payments', 'exercised_stock_options']], ['0.775833333333', '0.137605042017', '0.0655', ['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']], ['0.785666666667', '0.217948717949', '0.1105', ['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']], ['0.8265', '0.100558659218', '0.027', ['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']], ['0.826916666667', '0.464516129032', '0.252', ['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.800230769231', '0.219190968956', '0.1165', ['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'restricted_stock', 'salary']], ['0.823642857143', '0.186077643909', '0.0695', ['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']], ['0.832785714286', '0.37618010167', '0.259', ['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']], ['0.827571428571', '0.173501577287', '0.055', ['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'salary', 'total_payments']], ['0.832538461538', '0.415954415954', '0.219', ['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']], ['0.854866666667', '0.399087799316', '0.175', ['poi', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']], ['0.797', '0.210335448776', '0.116', ['poi', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'restricted_stock', 'salary']], ['0.823785714286', '0.186577181208', '0.0695', ['poi', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']], ['0.835142857143', '0.380989180835', '0.2465', ['poi', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']], ['0.827285714286', '0.172413793103', '0.055', ['poi', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'salary', 'total_payments']], ['0.83', '0.403314917127', '0.219', ['poi', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']], ['0.855066666667', '0.400457665904', '0.175', ['poi', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']], ['0.818071428571', '0.169286577993', '0.07', ['poi', 'shared_receipt_with_poi', 'restricted_stock', 'salary', 'total_payments']], ['0.836', '0.38178913738', '0.239', ['poi', 'shared_receipt_with_poi', 'restricted_stock', 'salary', 'exercised_stock_options']], ['0.850466666667', '0.379821958457', '0.192', ['poi', 'shared_receipt_with_poi', 'restricted_stock', 'total_payments', 'exercised_stock_options']], ['0.847866666667', '0.35612244898', '0.1745', ['poi', 'shared_receipt_with_poi', 'salary', 'total_payments', 'exercised_stock_options']], ['0.289923076923', '0.16395575797', '0.882', ['poi', 'from_messages', 'other', 'director_fees', 'resto_dirfees']], ['0.303538461538', '0.166635160681', '0.8815', ['poi', 'from_messages', 'other', 'director_fees', 'bonus']], ['0.296466666667', '0.147007841519', '0.8905', ['poi', 'from_messages', 'other', 'director_fees', 'total_stock_value']], ['0.299384615385', '0.165788978747', '0.8815', ['poi', 'from_messages', 'other', 'director_fees', 'from_poi_to_this_person']], ['0.296538461538', '0.165214131759', '0.8815', ['poi', 'from_messages', 'other', 'director_fees', 'from_this_person_to_poi']], ['0.2935', '0.154418849085', '0.8815', ['poi', 'from_messages', 'other', 'director_fees', 'restricted_stock']], ['0.299692307692', '0.166979186199', '0.8905', ['poi', 'from_messages', 'other', 'director_fees', 'salary']], ['0.391142857143', '0.161055694098', '0.775', ['poi', 'from_messages', 'other', 'director_fees', 'total_payments']], ['0.292666666667', '0.145328719723', '0.882', ['poi', 'from_messages', 'other', 'director_fees', 'exercised_stock_options']], ['0.216166666667', '0.161826484018', '0.886', ['poi', 'from_messages', 'other', 'resto_dirfees', 'bonus']], ['0.206571428571', '0.137939259024', '0.8675', ['poi', 'from_messages', 'other', 'resto_dirfees', 'total_stock_value']], ['0.215833333333', '0.161643835616', '0.885', ['poi', 'from_messages', 'other', 'resto_dirfees', 'from_poi_to_this_person']], ['0.208833333333', '0.16041326808', '0.885', ['poi', 'from_messages', 'other', 'resto_dirfees', 'from_this_person_to_poi']], ['0.203076923077', '0.147495361781', '0.8745', ['poi', 'from_messages', 'other', 'resto_dirfees', 'restricted_stock']], ['0.219833333333', '0.160987290477', '0.874', ['poi', 'from_messages', 'other', 'resto_dirfees', 'salary']], ['0.247142857143', '0.137705752588', '0.8115', ['poi', 'from_messages', 'other', 'resto_dirfees', 'total_payments']], ['0.1965', '0.139133827546', '0.8915', ['poi', 'from_messages', 'other', 'resto_dirfees', 'exercised_stock_options']], ['0.8445', '0.420627802691', '0.2345', ['poi', 'from_messages', 'other', 'bonus', 'total_stock_value']], ['0.794916666667', '0.259645464025', '0.1245', ['poi', 'from_messages', 'other', 'bonus', 'from_poi_to_this_person']], ['0.798583333333', '0.273615635179', '0.126', ['poi', 'from_messages', 'other', 'bonus', 'from_this_person_to_poi']], ['0.800769230769', '0.218511450382', '0.1145', ['poi', 'from_messages', 'other', 'bonus', 'restricted_stock']], ['0.79375', '0.238723872387', '0.1085', ['poi', 'from_messages', 'other', 'bonus', 'salary']], ['0.8235', '0.240924092409', '0.1095', ['poi', 'from_messages', 'other', 'bonus', 'total_payments']], ['0.846285714286', '0.429499072356', '0.2315', ['poi', 'from_messages', 'other', 'bonus', 'exercised_stock_options']], ['0.846785714286', '0.423603793467', '0.201', ['poi', 'from_messages', 'other', 'total_stock_value', 'from_poi_to_this_person']], ['0.846571428571', '0.419213973799', '0.192', ['poi', 'from_messages', 'other', 'total_stock_value', 'from_this_person_to_poi']], ['0.847785714286', '0.435972629521', '0.223', ['poi', 'from_messages', 'other', 'total_stock_value', 'restricted_stock']], ['0.842357142857', '0.389541088581', '0.1825', ['poi', 'from_messages', 'other', 'total_stock_value', 'salary']], ['0.8448', '0.33984375', '0.174', ['poi', 'from_messages', 'other', 'total_stock_value', 'total_payments']], ['0.843214285714', '0.412398921833', '0.2295', ['poi', 'from_messages', 'other', 'total_stock_value', 'exercised_stock_options']], ['0.7415', '0.0668238993711', '0.0425', ['poi', 'from_messages', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.803076923077', '0.161016949153', '0.0665', ['poi', 'from_messages', 'other', 'from_poi_to_this_person', 'restricted_stock']], ['0.790666666667', '0.160477453581', '0.0605', ['poi', 'from_messages', 'other', 'from_poi_to_this_person', 'salary']], ['0.815071428571', '0.047619047619', '0.0155', ['poi', 'from_messages', 'other', 'from_poi_to_this_person', 'total_payments']], ['0.836642857143', '0.369900271985', '0.204', ['poi', 'from_messages', 'other', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.804923076923', '0.15641025641', '0.061', ['poi', 'from_messages', 'other', 'from_this_person_to_poi', 'restricted_stock']], ['0.782083333333', '0.147766323024', '0.0645', ['poi', 'from_messages', 'other', 'from_this_person_to_poi', 'salary']], ['0.817642857143', '0.0444810543657', '0.0135', ['poi', 'from_messages', 'other', 'from_this_person_to_poi', 'total_payments']], ['0.838357142857', '0.374642516683', '0.1965', ['poi', 'from_messages', 'other', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.799692307692', '0.158371040724', '0.07', ['poi', 'from_messages', 'other', 'restricted_stock', 'salary']], ['0.821928571429', '0.183568677792', '0.0715', ['poi', 'from_messages', 'other', 'restricted_stock', 'total_payments']], ['0.842', '0.404847396768', '0.2255', ['poi', 'from_messages', 'other', 'restricted_stock', 'exercised_stock_options']], ['0.822571428571', '0.17029972752', '0.0625', ['poi', 'from_messages', 'other', 'salary', 'total_payments']], ['0.837357142857', '0.36354679803', '0.1845', ['poi', 'from_messages', 'other', 'salary', 'exercised_stock_options']], ['0.850333333333', '0.367853290183', '0.1705', ['poi', 'from_messages', 'other', 'total_payments', 'exercised_stock_options']], ['0.311', '0.187038146595', '0.9365', ['poi', 'from_messages', 'director_fees', 'resto_dirfees', 'bonus']], ['0.261133333333', '0.146878158775', '0.9445', ['poi', 'from_messages', 'director_fees', 'resto_dirfees', 'total_stock_value']], ['0.2904', '0.118045112782', '0.942', ['poi', 'from_messages', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person']], ['0.2892', '0.117867867868', '0.942', ['poi', 'from_messages', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi']], ['0.275785714286', '0.156958610807', '0.931', ['poi', 'from_messages', 'director_fees', 'resto_dirfees', 'restricted_stock']], ['0.290076923077', '0.169999087008', '0.931', ['poi', 'from_messages', 'director_fees', 'resto_dirfees', 'salary']], ['0.273428571429', '0.152846219201', '0.8995', ['poi', 'from_messages', 'director_fees', 'resto_dirfees', 'total_payments']], ['0.290923076923', '0.17131147541', '0.9405', ['poi', 'from_messages', 'director_fees', 'resto_dirfees', 'exercised_stock_options']], ['0.284666666667', '0.151023345059', '0.9445', ['poi', 'from_messages', 'director_fees', 'bonus', 'total_stock_value']], ['0.316083333333', '0.187619526925', '0.932', ['poi', 'from_messages', 'director_fees', 'bonus', 'from_poi_to_this_person']], ['0.309416666667', '0.186120818772', '0.932', ['poi', 'from_messages', 'director_fees', 'bonus', 'from_this_person_to_poi']], ['0.289928571429', '0.160495938435', '0.9385', ['poi', 'from_messages', 'director_fees', 'bonus', 'restricted_stock']], ['0.296846153846', '0.171375977911', '0.931', ['poi', 'from_messages', 'director_fees', 'bonus', 'salary']], ['0.338571428571', '0.16062079282', '0.859', ['poi', 'from_messages', 'director_fees', 'bonus', 'total_payments']], ['0.290214285714', '0.161881230297', '0.95', ['poi', 'from_messages', 'director_fees', 'bonus', 'exercised_stock_options']], ['0.2896', '0.151922148946', '0.9445', ['poi', 'from_messages', 'director_fees', 'total_stock_value', 'from_poi_to_this_person']], ['0.290133333333', '0.152019958152', '0.9445', ['poi', 'from_messages', 'director_fees', 'total_stock_value', 'from_this_person_to_poi']], ['0.2988', '0.153627195836', '0.9445', ['poi', 'from_messages', 'director_fees', 'total_stock_value', 'restricted_stock']], ['0.288066666667', '0.150913039981', '0.938', ['poi', 'from_messages', 'director_fees', 'total_stock_value', 'salary']], ['0.656333333333', '0.170461667015', '0.408', ['poi', 'from_messages', 'director_fees', 'total_stock_value', 'total_payments']], ['0.3088', '0.15438625475', '0.9345', ['poi', 'from_messages', 'director_fees', 'total_stock_value', 'exercised_stock_options']], ['0.2885', '0.11776472059', '0.942', ['poi', 'from_messages', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.281571428571', '0.157456214929', '0.926', ['poi', 'from_messages', 'director_fees', 'from_poi_to_this_person', 'restricted_stock']], ['0.296769230769', '0.171360206148', '0.931', ['poi', 'from_messages', 'director_fees', 'from_poi_to_this_person', 'salary']], ['0.294642857143', '0.156623353972', '0.898', ['poi', 'from_messages', 'director_fees', 'from_poi_to_this_person', 'total_payments']], ['0.310692307692', '0.175417327241', '0.9405', ['poi', 'from_messages', 'director_fees', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.285857142857', '0.158263544693', '0.926', ['poi', 'from_messages', 'director_fees', 'from_this_person_to_poi', 'restricted_stock']], ['0.288692307692', '0.169720171361', '0.931', ['poi', 'from_messages', 'director_fees', 'from_this_person_to_poi', 'salary']], ['0.297357142857', '0.157144107096', '0.898', ['poi', 'from_messages', 'director_fees', 'from_this_person_to_poi', 'total_payments']], ['0.312615384615', '0.175766641735', '0.94', ['poi', 'from_messages', 'director_fees', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.283571428571', '0.157715260017', '0.925', ['poi', 'from_messages', 'director_fees', 'restricted_stock', 'salary']], ['0.331928571429', '0.155468091088', '0.8295', ['poi', 'from_messages', 'director_fees', 'restricted_stock', 'total_payments']], ['0.297333333333', '0.15324021439', '0.9435', ['poi', 'from_messages', 'director_fees', 'restricted_stock', 'exercised_stock_options']], ['0.310642857143', '0.15889433794', '0.891', ['poi', 'from_messages', 'director_fees', 'salary', 'total_payments']], ['0.299785714286', '0.162412390759', '0.9385', ['poi', 'from_messages', 'director_fees', 'salary', 'exercised_stock_options']], ['0.6558', '0.163725281735', '0.385', ['poi', 'from_messages', 'director_fees', 'total_payments', 'exercised_stock_options']], ['0.1955', '0.14479638009', '0.944', ['poi', 'from_messages', 'resto_dirfees', 'bonus', 'total_stock_value']], ['0.245363636364', '0.186173921705', '0.9345', ['poi', 'from_messages', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']], ['0.237545454545', '0.184592592593', '0.9345', ['poi', 'from_messages', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']], ['0.208615384615', '0.156099585062', '0.9405', ['poi', 'from_messages', 'resto_dirfees', 'bonus', 'restricted_stock']], ['0.224083333333', '0.169514510442', '0.9375', ['poi', 'from_messages', 'resto_dirfees', 'bonus', 'salary']], ['0.238', '0.137079216212', '0.8185', ['poi', 'from_messages', 'resto_dirfees', 'bonus', 'total_payments']], ['0.213307692308', '0.157294009831', '0.944', ['poi', 'from_messages', 'resto_dirfees', 'bonus', 'exercised_stock_options']], ['0.193214285714', '0.144768019567', '0.947', ['poi', 'from_messages', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']], ['0.193285714286', '0.144779085767', '0.947', ['poi', 'from_messages', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']], ['0.197357142857', '0.144758095531', '0.941', ['poi', 'from_messages', 'resto_dirfees', 'total_stock_value', 'restricted_stock']], ['0.200785714286', '0.145184956367', '0.94', ['poi', 'from_messages', 'resto_dirfees', 'total_stock_value', 'salary']], ['0.244533333333', '0.131844721477', '0.8355', ['poi', 'from_messages', 'resto_dirfees', 'total_stock_value', 'total_payments']], ['0.2245', '0.144268615953', '0.898', ['poi', 'from_messages', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']], ['0.182888888889', '0.113409588708', '0.932', ['poi', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.219916666667', '0.16779492734', '0.9295', ['poi', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']], ['0.223083333333', '0.16933080466', '0.9375', ['poi', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person', 'salary']], ['0.225357142857', '0.137707872532', '0.8405', ['poi', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']], ['0.209769230769', '0.156008316008', '0.938', ['poi', 'from_messages', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.214666666667', '0.166846167654', '0.9295', ['poi', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']], ['0.217', '0.168221783599', '0.9375', ['poi', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi', 'salary']], ['0.229357142857', '0.1363673976', '0.824', ['poi', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']], ['0.209615384615', '0.155982372994', '0.938', ['poi', 'from_messages', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.209769230769', '0.154629706938', '0.926', ['poi', 'from_messages', 'resto_dirfees', 'restricted_stock', 'salary']], ['0.226142857143', '0.135621184623', '0.822', ['poi', 'from_messages', 'resto_dirfees', 'restricted_stock', 'total_payments']], ['0.195785714286', '0.144949766086', '0.945', ['poi', 'from_messages', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']], ['0.240142857143', '0.139301820611', '0.834', ['poi', 'from_messages', 'resto_dirfees', 'salary', 'total_payments']], ['0.195428571429', '0.145383555351', '0.9495', ['poi', 'from_messages', 'resto_dirfees', 'salary', 'exercised_stock_options']], ['0.252866666667', '0.131041115653', '0.8175', ['poi', 'from_messages', 'resto_dirfees', 'total_payments', 'exercised_stock_options']], ['0.852714285714', '0.476226993865', '0.3105', ['poi', 'from_messages', 'bonus', 'total_stock_value', 'from_poi_to_this_person']], ['0.855214285714', '0.489051094891', '0.3015', ['poi', 'from_messages', 'bonus', 'total_stock_value', 'from_this_person_to_poi']], ['0.854214285714', '0.484194294526', '0.314', ['poi', 'from_messages', 'bonus', 'total_stock_value', 'restricted_stock']], ['0.847642857143', '0.446842525979', '0.2795', ['poi', 'from_messages', 'bonus', 'total_stock_value', 'salary']], ['0.8524', '0.4039497307', '0.225', ['poi', 'from_messages', 'bonus', 'total_stock_value', 'total_payments']], ['0.845714285714', '0.445355191257', '0.326', ['poi', 'from_messages', 'bonus', 'total_stock_value', 'exercised_stock_options']], ['0.755636363636', '0.285803237858', '0.2295', ['poi', 'from_messages', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.80575', '0.340405014465', '0.1765', ['poi', 'from_messages', 'bonus', 'from_poi_to_this_person', 'restricted_stock']], ['0.810916666667', '0.36345177665', '0.179', ['poi', 'from_messages', 'bonus', 'from_poi_to_this_person', 'salary']], ['0.8345', '0.29117259552', '0.1105', ['poi', 'from_messages', 'bonus', 'from_poi_to_this_person', 'total_payments']], ['0.843692307692', '0.487635239567', '0.3155', ['poi', 'from_messages', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.809416666667', '0.35806132542', '0.181', ['poi', 'from_messages', 'bonus', 'from_this_person_to_poi', 'restricted_stock']], ['0.8', '0.329351535836', '0.193', ['poi', 'from_messages', 'bonus', 'from_this_person_to_poi', 'salary']], ['0.832428571429', '0.280456852792', '0.1105', ['poi', 'from_messages', 'bonus', 'from_this_person_to_poi', 'total_payments']], ['0.846076923077', '0.499591169256', '0.3055', ['poi', 'from_messages', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.815692307692', '0.32722513089', '0.1875', ['poi', 'from_messages', 'bonus', 'restricted_stock', 'salary']], ['0.832142857143', '0.296511627907', '0.1275', ['poi', 'from_messages', 'bonus', 'restricted_stock', 'total_payments']], ['0.849', '0.458394160584', '0.314', ['poi', 'from_messages', 'bonus', 'restricted_stock', 'exercised_stock_options']], ['0.831714285714', '0.27694235589', '0.1105', ['poi', 'from_messages', 'bonus', 'salary', 'total_payments']], ['0.839846153846', '0.465890183028', '0.28', ['poi', 'from_messages', 'bonus', 'salary', 'exercised_stock_options']], ['0.861', '0.457795431976', '0.2305', ['poi', 'from_messages', 'bonus', 'total_payments', 'exercised_stock_options']], ['0.864', '0.547524752475', '0.2765', ['poi', 'from_messages', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.861785714286', '0.532861476239', '0.2635', ['poi', 'from_messages', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']], ['0.852142857143', '0.468411552347', '0.2595', ['poi', 'from_messages', 'total_stock_value', 'from_poi_to_this_person', 'salary']], ['0.853933333333', '0.3951701427', '0.18', ['poi', 'from_messages', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']], ['0.843571428571', '0.426923076923', '0.2775', ['poi', 'from_messages', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.861857142857', '0.533400809717', '0.2635', ['poi', 'from_messages', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']], ['0.855857142857', '0.491461100569', '0.259', ['poi', 'from_messages', 'total_stock_value', 'from_this_person_to_poi', 'salary']], ['0.8536', '0.392778993435', '0.1795', ['poi', 'from_messages', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']], ['0.843714285714', '0.427580893683', '0.2775', ['poi', 'from_messages', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.856571428571', '0.496383363472', '0.2745', ['poi', 'from_messages', 'total_stock_value', 'restricted_stock', 'salary']], ['0.8554', '0.413510747185', '0.202', ['poi', 'from_messages', 'total_stock_value', 'restricted_stock', 'total_payments']], ['0.846714285714', '0.439166666667', '0.2635', ['poi', 'from_messages', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']], ['0.851066666667', '0.37526652452', '0.176', ['poi', 'from_messages', 'total_stock_value', 'salary', 'total_payments']], ['0.845357142857', '0.432321575062', '0.2635', ['poi', 'from_messages', 'total_stock_value', 'salary', 'exercised_stock_options']], ['0.847333333333', '0.374131944444', '0.2155', ['poi', 'from_messages', 'total_stock_value', 'total_payments', 'exercised_stock_options']], ['0.779666666667', '0.198501872659', '0.106', ['poi', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']], ['0.74775', '0.190848886213', '0.1585', ['poi', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']], ['0.832285714286', '0.185920577617', '0.0515', ['poi', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']], ['0.842', '0.547706422018', '0.2985', ['poi', 'from_messages', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.816461538462', '0.287444933921', '0.1305', ['poi', 'from_messages', 'from_poi_to_this_person', 'restricted_stock', 'salary']], ['0.833928571429', '0.230514096186', '0.0695', ['poi', 'from_messages', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']], ['0.846', '0.435537190083', '0.2635', ['poi', 'from_messages', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']], ['0.833857142857', '0.201465201465', '0.055', ['poi', 'from_messages', 'from_poi_to_this_person', 'salary', 'total_payments']], ['0.843461538462', '0.483930211203', '0.2635', ['poi', 'from_messages', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']], ['0.859066666667', '0.432142857143', '0.1815', ['poi', 'from_messages', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']], ['0.813538461538', '0.275423728814', '0.13', ['poi', 'from_messages', 'from_this_person_to_poi', 'restricted_stock', 'salary']], ['0.833785714286', '0.229752066116', '0.0695', ['poi', 'from_messages', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']], ['0.847785714286', '0.444725738397', '0.2635', ['poi', 'from_messages', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']], ['0.832571428571', '0.195035460993', '0.055', ['poi', 'from_messages', 'from_this_person_to_poi', 'salary', 'total_payments']], ['0.844769230769', '0.491362763916', '0.256', ['poi', 'from_messages', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']], ['0.860466666667', '0.443361753959', '0.182', ['poi', 'from_messages', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']], ['0.830785714286', '0.221719457014', '0.0735', ['poi', 'from_messages', 'restricted_stock', 'salary', 'total_payments']], ['0.8475', '0.44578313253', '0.2775', ['poi', 'from_messages', 'restricted_stock', 'salary', 'exercised_stock_options']], ['0.856066666667', '0.420260782347', '0.2095', ['poi', 'from_messages', 'restricted_stock', 'total_payments', 'exercised_stock_options']], ['0.856733333333', '0.414269275029', '0.18', ['poi', 'from_messages', 'salary', 'total_payments', 'exercised_stock_options']], ['0.314181818182', '0.20019467878', '0.9255', ['poi', 'other', 'director_fees', 'resto_dirfees', 'bonus']], ['0.2396', '0.142737769675', '0.9395', ['poi', 'other', 'director_fees', 'resto_dirfees', 'total_stock_value']], ['0.276307692308', '0.167921821768', '0.9365', ['poi', 'other', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person']], ['0.2865', '0.175854574195', '0.89', ['poi', 'other', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi']], ['0.267538461538', '0.167050283286', '0.9435', ['poi', 'other', 'director_fees', 'resto_dirfees', 'restricted_stock']], ['0.301166666667', '0.185852026761', '0.9445', ['poi', 'other', 'director_fees', 'resto_dirfees', 'salary']], ['0.278230769231', '0.16930932545', '0.945', ['poi', 'other', 'director_fees', 'resto_dirfees', 'total_payments']], ['0.253642857143', '0.154889306429', '0.948', ['poi', 'other', 'director_fees', 'resto_dirfees', 'exercised_stock_options']], ['0.691866666667', '0.249426605505', '0.6525', ['poi', 'other', 'director_fees', 'bonus', 'total_stock_value']], ['0.273', '0.167395768235', '0.9375', ['poi', 'other', 'director_fees', 'bonus', 'from_poi_to_this_person']], ['0.286583333333', '0.175679683638', '0.8885', ['poi', 'other', 'director_fees', 'bonus', 'from_this_person_to_poi']], ['0.262642857143', '0.156443490465', '0.9475', ['poi', 'other', 'director_fees', 'bonus', 'restricted_stock']], ['0.303166666667', '0.186106177225', '0.943', ['poi', 'other', 'director_fees', 'bonus', 'salary']], ['0.722307692308', '0.181566455696', '0.2295', ['poi', 'other', 'director_fees', 'bonus', 'total_payments']], ['0.561357142857', '0.212310685008', '0.764', ['poi', 'other', 'director_fees', 'bonus', 'exercised_stock_options']], ['0.2708', '0.145204826929', '0.9145', ['poi', 'other', 'director_fees', 'total_stock_value', 'from_poi_to_this_person']], ['0.276466666667', '0.14408619442', '0.896', ['poi', 'other', 'director_fees', 'total_stock_value', 'from_this_person_to_poi']], ['0.686266666667', '0.216471081308', '0.5165', ['poi', 'other', 'director_fees', 'total_stock_value', 'restricted_stock']], ['0.550666666667', '0.207623982235', '0.8415', ['poi', 'other', 'director_fees', 'total_stock_value', 'salary']], ['0.7752', '0.223387096774', '0.277', ['poi', 'other', 'director_fees', 'total_stock_value', 'total_payments']], ['0.705733333333', '0.195048004042', '0.386', ['poi', 'other', 'director_fees', 'total_stock_value', 'exercised_stock_options']], ['0.272307692308', '0.160662299854', '0.883', ['poi', 'other', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.255071428571', '0.154520862366', '0.9425', ['poi', 'other', 'director_fees', 'from_poi_to_this_person', 'restricted_stock']], ['0.278769230769', '0.167627974045', '0.93', ['poi', 'other', 'director_fees', 'from_poi_to_this_person', 'salary']], ['0.749928571429', '0.207407407407', '0.266', ['poi', 'other', 'director_fees', 'from_poi_to_this_person', 'total_payments']], ['0.261071428571', '0.153935473169', '0.928', ['poi', 'other', 'director_fees', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.256785714286', '0.149294834349', '0.8945', ['poi', 'other', 'director_fees', 'from_this_person_to_poi', 'restricted_stock']], ['0.278538461538', '0.163028587086', '0.8925', ['poi', 'other', 'director_fees', 'from_this_person_to_poi', 'salary']], ['0.746214285714', '0.196323816973', '0.251', ['poi', 'other', 'director_fees', 'from_this_person_to_poi', 'total_payments']], ['0.276785714286', '0.149995692255', '0.8705', ['poi', 'other', 'director_fees', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.255928571429', '0.154786317775', '0.9435', ['poi', 'other', 'director_fees', 'restricted_stock', 'salary']], ['0.7345', '0.139134089954', '0.1655', ['poi', 'other', 'director_fees', 'restricted_stock', 'total_payments']], ['0.606733333333', '0.188628014694', '0.5905', ['poi', 'other', 'director_fees', 'restricted_stock', 'exercised_stock_options']], ['0.741846153846', '0.258029978587', '0.3615', ['poi', 'other', 'director_fees', 'salary', 'total_payments']], ['0.388214285714', '0.176632844055', '0.8965', ['poi', 'other', 'director_fees', 'salary', 'exercised_stock_options']], ['0.751714285714', '0.216153846154', '0.281', ['poi', 'other', 'director_fees', 'total_payments', 'exercised_stock_options']], ['0.211428571429', '0.142291864514', '0.899', ['poi', 'other', 'resto_dirfees', 'bonus', 'total_stock_value']], ['0.210636363636', '0.180331005453', '0.9425', ['poi', 'other', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']], ['0.203181818182', '0.171761280932', '0.885', ['poi', 'other', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']], ['0.192666666667', '0.164396717304', '0.9415', ['poi', 'other', 'resto_dirfees', 'bonus', 'restricted_stock']], ['0.2264', '0.197723440135', '0.938', ['poi', 'other', 'resto_dirfees', 'bonus', 'salary']], ['0.226923076923', '0.150364836692', '0.8655', ['poi', 'other', 'resto_dirfees', 'bonus', 'total_payments']], ['0.222692307692', '0.154312036168', '0.9045', ['poi', 'other', 'resto_dirfees', 'bonus', 'exercised_stock_options']], ['0.215', '0.140629996802', '0.8795', ['poi', 'other', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']], ['0.209071428571', '0.141694968802', '0.897', ['poi', 'other', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']], ['0.216357142857', '0.141475501559', '0.885', ['poi', 'other', 'resto_dirfees', 'total_stock_value', 'restricted_stock']], ['0.212785714286', '0.141938556799', '0.894', ['poi', 'other', 'resto_dirfees', 'total_stock_value', 'salary']], ['0.227933333333', '0.132714866212', '0.8655', ['poi', 'other', 'resto_dirfees', 'total_stock_value', 'total_payments']], ['0.219', '0.142982736573', '0.8945', ['poi', 'other', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']], ['0.201727272727', '0.17066537154', '0.8785', ['poi', 'other', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.179', '0.150535901362', '0.934', ['poi', 'other', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']], ['0.19575', '0.164282580079', '0.936', ['poi', 'other', 'resto_dirfees', 'from_poi_to_this_person', 'salary']], ['0.218642857143', '0.13952738124', '0.865', ['poi', 'other', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']], ['0.228307692308', '0.153554175293', '0.89', ['poi', 'other', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.183416666667', '0.156583003082', '0.889', ['poi', 'other', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']], ['0.203272727273', '0.170627191274', '0.876', ['poi', 'other', 'resto_dirfees', 'from_this_person_to_poi', 'salary']], ['0.230538461538', '0.149943137083', '0.857', ['poi', 'other', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']], ['0.216307692308', '0.152166525064', '0.8955', ['poi', 'other', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.19575', '0.164870784056', '0.941', ['poi', 'other', 'resto_dirfees', 'restricted_stock', 'salary']], ['0.211571428571', '0.137552133462', '0.8575', ['poi', 'other', 'resto_dirfees', 'restricted_stock', 'total_payments']], ['0.216', '0.142048173552', '0.8905', ['poi', 'other', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']], ['0.225307692308', '0.147954287708', '0.848', ['poi', 'other', 'resto_dirfees', 'salary', 'total_payments']], ['0.223384615385', '0.15478424015', '0.9075', ['poi', 'other', 'resto_dirfees', 'salary', 'exercised_stock_options']], ['0.225357142857', '0.141409227276', '0.872', ['poi', 'other', 'resto_dirfees', 'total_payments', 'exercised_stock_options']], ['0.840642857143', '0.400858369099', '0.2335', ['poi', 'other', 'bonus', 'total_stock_value', 'from_poi_to_this_person']], ['0.841', '0.402249134948', '0.2325', ['poi', 'other', 'bonus', 'total_stock_value', 'from_this_person_to_poi']], ['0.843285714286', '0.415505226481', '0.2385', ['poi', 'other', 'bonus', 'total_stock_value', 'restricted_stock']], ['0.841071428571', '0.400530503979', '0.2265', ['poi', 'other', 'bonus', 'total_stock_value', 'salary']], ['0.8418', '0.35256916996', '0.223', ['poi', 'other', 'bonus', 'total_stock_value', 'total_payments']], ['0.850857142857', '0.463756177924', '0.2815', ['poi', 'other', 'bonus', 'total_stock_value', 'exercised_stock_options']], ['0.777090909091', '0.239631336406', '0.104', ['poi', 'other', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.807615384615', '0.233226837061', '0.1095', ['poi', 'other', 'bonus', 'from_poi_to_this_person', 'restricted_stock']], ['0.795454545455', '0.315634218289', '0.107', ['poi', 'other', 'bonus', 'from_poi_to_this_person', 'salary']], ['0.824076923077', '0.308411214953', '0.1155', ['poi', 'other', 'bonus', 'from_poi_to_this_person', 'total_payments']], ['0.840692307692', '0.466603951082', '0.248', ['poi', 'other', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.788166666667', '0.224593495935', '0.1105', ['poi', 'other', 'bonus', 'from_this_person_to_poi', 'restricted_stock']], ['0.782363636364', '0.263788968825', '0.11', ['poi', 'other', 'bonus', 'from_this_person_to_poi', 'salary']], ['0.824230769231', '0.312252964427', '0.1185', ['poi', 'other', 'bonus', 'from_this_person_to_poi', 'total_payments']], ['0.839923076923', '0.461756373938', '0.2445', ['poi', 'other', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.790166666667', '0.221505376344', '0.103', ['poi', 'other', 'bonus', 'restricted_stock', 'salary']], ['0.816714285714', '0.236007462687', '0.1265', ['poi', 'other', 'bonus', 'restricted_stock', 'total_payments']], ['0.842142857143', '0.409169550173', '0.2365', ['poi', 'other', 'bonus', 'restricted_stock', 'exercised_stock_options']], ['0.823153846154', '0.31051964512', '0.1225', ['poi', 'other', 'bonus', 'salary', 'total_payments']], ['0.835', '0.428571428571', '0.2175', ['poi', 'other', 'bonus', 'salary', 'exercised_stock_options']], ['0.842571428571', '0.409413854352', '0.2305', ['poi', 'other', 'bonus', 'total_payments', 'exercised_stock_options']], ['0.848285714286', '0.426886792453', '0.181', ['poi', 'other', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.853285714286', '0.465206185567', '0.1805', ['poi', 'other', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']], ['0.844857142857', '0.403587443946', '0.18', ['poi', 'other', 'total_stock_value', 'from_poi_to_this_person', 'salary']], ['0.840266666667', '0.315298507463', '0.169', ['poi', 'other', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']], ['0.847428571429', '0.434108527132', '0.224', ['poi', 'other', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.8505', '0.4440433213', '0.1845', ['poi', 'other', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']], ['0.846142857143', '0.411697247706', '0.1795', ['poi', 'other', 'total_stock_value', 'from_this_person_to_poi', 'salary']], ['0.8402', '0.315004659832', '0.169', ['poi', 'other', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']], ['0.849857142857', '0.451242829828', '0.236', ['poi', 'other', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.848285714286', '0.427058823529', '0.1815', ['poi', 'other', 'total_stock_value', 'restricted_stock', 'salary']], ['0.847066666667', '0.352705410822', '0.176', ['poi', 'other', 'total_stock_value', 'restricted_stock', 'total_payments']], ['0.851', '0.458089668616', '0.235', ['poi', 'other', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']], ['0.836933333333', '0.30017921147', '0.1675', ['poi', 'other', 'total_stock_value', 'salary', 'total_payments']], ['0.849857142857', '0.450676982592', '0.233', ['poi', 'other', 'total_stock_value', 'salary', 'exercised_stock_options']], ['0.847933333333', '0.369302325581', '0.1985', ['poi', 'other', 'total_stock_value', 'total_payments', 'exercised_stock_options']], ['0.794230769231', '0.108922363847', '0.047', ['poi', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']], ['0.782272727273', '0.162393162393', '0.0475', ['poi', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']], ['0.823428571429', '0.00833333333333', '0.002', ['poi', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']], ['0.839384615385', '0.44358974359', '0.173', ['poi', 'other', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.801153846154', '0.125480153649', '0.049', ['poi', 'other', 'from_poi_to_this_person', 'restricted_stock', 'salary']], ['0.814357142857', '0.135200974421', '0.0555', ['poi', 'other', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']], ['0.847571428571', '0.423690205011', '0.186', ['poi', 'other', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']], ['0.824538461538', '0.211498973306', '0.0515', ['poi', 'other', 'from_poi_to_this_person', 'salary', 'total_payments']], ['0.841615384615', '0.463354037267', '0.1865', ['poi', 'other', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']], ['0.835142857143', '0.346918489066', '0.1745', ['poi', 'other', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']], ['0.783666666667', '0.133004926108', '0.054', ['poi', 'other', 'from_this_person_to_poi', 'restricted_stock', 'salary']], ['0.817857142857', '0.15710723192', '0.063', ['poi', 'other', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']], ['0.848285714286', '0.429223744292', '0.188', ['poi', 'other', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']], ['0.824230769231', '0.218934911243', '0.0555', ['poi', 'other', 'from_this_person_to_poi', 'salary', 'total_payments']], ['0.841538461538', '0.462121212121', '0.183', ['poi', 'other', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']], ['0.837285714286', '0.359026369168', '0.177', ['poi', 'other', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']], ['0.817428571429', '0.163438256659', '0.0675', ['poi', 'other', 'restricted_stock', 'salary', 'total_payments']], ['0.841785714286', '0.386243386243', '0.1825', ['poi', 'other', 'restricted_stock', 'salary', 'exercised_stock_options']], ['0.844666666667', '0.3388671875', '0.1735', ['poi', 'other', 'restricted_stock', 'total_payments', 'exercised_stock_options']], ['0.837214285714', '0.354838709677', '0.1705', ['poi', 'other', 'salary', 'total_payments', 'exercised_stock_options']], ['0.260357142857', '0.161877782274', '1.0', ['poi', 'director_fees', 'resto_dirfees', 'bonus', 'total_stock_value']], ['0.300833333333', '0.192492781521', '1.0', ['poi', 'director_fees', 'resto_dirfees', 'bonus', 'from_poi_to_this_person']], ['0.309727272727', '0.200620918531', '0.937', ['poi', 'director_fees', 'resto_dirfees', 'bonus', 'from_this_person_to_poi']], ['0.279923076923', '0.175412293853', '0.9945', ['poi', 'director_fees', 'resto_dirfees', 'bonus', 'restricted_stock']], ['0.324', '0.211096938776', '0.993', ['poi', 'director_fees', 'resto_dirfees', 'bonus', 'salary']], ['0.277076923077', '0.16961414791', '0.9495', ['poi', 'director_fees', 'resto_dirfees', 'bonus', 'total_payments']], ['0.260857142857', '0.161969549725', '1.0', ['poi', 'director_fees', 'resto_dirfees', 'bonus', 'exercised_stock_options']], ['0.249066666667', '0.150784077201', '1.0', ['poi', 'director_fees', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person']], ['0.258428571429', '0.161524794056', '1.0', ['poi', 'director_fees', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi']], ['0.255285714286', '0.160952840818', '1.0', ['poi', 'director_fees', 'resto_dirfees', 'total_stock_value', 'restricted_stock']], ['0.248666666667', '0.150715900528', '1.0', ['poi', 'director_fees', 'resto_dirfees', 'total_stock_value', 'salary']], ['0.2394', '0.144379771714', '0.955', ['poi', 'director_fees', 'resto_dirfees', 'total_stock_value', 'total_payments']], ['0.258', '0.161446561188', '1.0', ['poi', 'director_fees', 'resto_dirfees', 'total_stock_value', 'exercised_stock_options']], ['0.3511', '0.225510578452', '0.922', ['poi', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.275076923077', '0.174728356116', '0.997', ['poi', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock']], ['0.282692307692', '0.175454142667', '0.99', ['poi', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person', 'salary']], ['0.258142857143', '0.156649197511', '0.9565', ['poi', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments']], ['0.272923076923', '0.174641983933', '1.0', ['poi', 'director_fees', 'resto_dirfees', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.272692307692', '0.169811320755', '0.9585', ['poi', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock']], ['0.287166666667', '0.181659218963', '0.935', ['poi', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi', 'salary']], ['0.256428571429', '0.155722940888', '0.951', ['poi', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments']], ['0.278230769231', '0.175700606167', '1.0', ['poi', 'director_fees', 'resto_dirfees', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.274769230769', '0.174781085814', '0.998', ['poi', 'director_fees', 'resto_dirfees', 'restricted_stock', 'salary']], ['0.245071428571', '0.153273448248', '0.947', ['poi', 'director_fees', 'resto_dirfees', 'restricted_stock', 'total_payments']], ['0.255357142857', '0.160965794769', '1.0', ['poi', 'director_fees', 'resto_dirfees', 'restricted_stock', 'exercised_stock_options']], ['0.276692307692', '0.16924314181', '0.947', ['poi', 'director_fees', 'resto_dirfees', 'salary', 'total_payments']], ['0.260642857143', '0.16193020808', '1.0', ['poi', 'director_fees', 'resto_dirfees', 'salary', 'exercised_stock_options']], ['0.247928571429', '0.153489883806', '0.9445', ['poi', 'director_fees', 'resto_dirfees', 'total_payments', 'exercised_stock_options']], ['0.249066666667', '0.150784077201', '1.0', ['poi', 'director_fees', 'bonus', 'total_stock_value', 'from_poi_to_this_person']], ['0.249133333333', '0.150742779579', '0.9995', ['poi', 'director_fees', 'bonus', 'total_stock_value', 'from_this_person_to_poi']], ['0.555428571429', '0.214902807775', '0.796', ['poi', 'director_fees', 'bonus', 'total_stock_value', 'restricted_stock']], ['0.457', '0.192226785535', '0.9595', ['poi', 'director_fees', 'bonus', 'total_stock_value', 'salary']], ['0.7584', '0.245454545455', '0.3915', ['poi', 'director_fees', 'bonus', 'total_stock_value', 'total_payments']], ['0.699785714286', '0.235152680933', '0.489', ['poi', 'director_fees', 'bonus', 'total_stock_value', 'exercised_stock_options']], ['0.295666666667', '0.183973354232', '0.939', ['poi', 'director_fees', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.273538461538', '0.17465034965', '0.999', ['poi', 'director_fees', 'bonus', 'from_poi_to_this_person', 'restricted_stock']], ['0.284', '0.175833924769', '0.991', ['poi', 'director_fees', 'bonus', 'from_poi_to_this_person', 'salary']], ['0.713714285714', '0.256665050897', '0.5295', ['poi', 'director_fees', 'bonus', 'from_poi_to_this_person', 'total_payments']], ['0.259642857143', '0.161746866154', '1.0', ['poi', 'director_fees', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.268307692308', '0.16637058092', '0.9365', ['poi', 'director_fees', 'bonus', 'from_this_person_to_poi', 'restricted_stock']], ['0.289583333333', '0.182234343041', '0.9355', ['poi', 'director_fees', 'bonus', 'from_this_person_to_poi', 'salary']], ['0.714428571429', '0.246446700508', '0.4855', ['poi', 'director_fees', 'bonus', 'from_this_person_to_poi', 'total_payments']], ['0.260857142857', '0.161969549725', '1.0', ['poi', 'director_fees', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.275153846154', '0.174857643452', '0.998', ['poi', 'director_fees', 'bonus', 'restricted_stock', 'salary']], ['0.723428571429', '0.200384122919', '0.313', ['poi', 'director_fees', 'bonus', 'restricted_stock', 'total_payments']], ['0.451428571429', '0.189345876176', '0.8655', ['poi', 'director_fees', 'bonus', 'restricted_stock', 'exercised_stock_options']], ['0.700769230769', '0.225928074246', '0.3895', ['poi', 'director_fees', 'bonus', 'salary', 'total_payments']], ['0.313857142857', '0.170963834573', '0.988', ['poi', 'director_fees', 'bonus', 'salary', 'exercised_stock_options']], ['0.745', '0.261253041363', '0.4295', ['poi', 'director_fees', 'bonus', 'total_payments', 'exercised_stock_options']], ['0.249066666667', '0.150784077201', '1.0', ['poi', 'director_fees', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.2512', '0.151043241609', '0.999', ['poi', 'director_fees', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']], ['0.245333333333', '0.15015015015', '1.0', ['poi', 'director_fees', 'total_stock_value', 'from_poi_to_this_person', 'salary']], ['0.756533333333', '0.239267676768', '0.379', ['poi', 'director_fees', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']], ['0.422466666667', '0.155730081637', '0.7535', ['poi', 'director_fees', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.260214285714', '0.161413175594', '0.996', ['poi', 'director_fees', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']], ['0.245866666667', '0.150240384615', '1.0', ['poi', 'director_fees', 'total_stock_value', 'from_this_person_to_poi', 'salary']], ['0.752333333333', '0.22699777141', '0.3565', ['poi', 'director_fees', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']], ['0.498642857143', '0.145300353357', '0.514', ['poi', 'director_fees', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.394133333333', '0.173784977909', '0.944', ['poi', 'director_fees', 'total_stock_value', 'restricted_stock', 'salary']], ['0.749266666667', '0.194588969823', '0.2805', ['poi', 'director_fees', 'total_stock_value', 'restricted_stock', 'total_payments']], ['0.6965', '0.204156800842', '0.388', ['poi', 'director_fees', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']], ['0.751733333333', '0.221396250808', '0.3425', ['poi', 'director_fees', 'total_stock_value', 'salary', 'total_payments']], ['0.657533333333', '0.210448587779', '0.57', ['poi', 'director_fees', 'total_stock_value', 'salary', 'exercised_stock_options']], ['0.759', '0.213956783564', '0.302', ['poi', 'director_fees', 'total_stock_value', 'total_payments', 'exercised_stock_options']], ['0.267', '0.166474705413', '0.9395', ['poi', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']], ['0.277461538462', '0.16689195278', '0.926', ['poi', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']], ['0.259714285714', '0.15460852329', '0.936', ['poi', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']], ['0.277769230769', '0.175608042848', '1.0', ['poi', 'director_fees', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.256785714286', '0.160568613198', '0.994', ['poi', 'director_fees', 'from_poi_to_this_person', 'restricted_stock', 'salary']], ['0.703357142857', '0.218119926682', '0.4165', ['poi', 'director_fees', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']], ['0.2496', '0.15082239324', '0.9995', ['poi', 'director_fees', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']], ['0.443142857143', '0.175112107623', '0.781', ['poi', 'director_fees', 'from_poi_to_this_person', 'salary', 'total_payments']], ['0.258357142857', '0.16151174998', '1.0', ['poi', 'director_fees', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']], ['0.7406', '0.226338639653', '0.391', ['poi', 'director_fees', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']], ['0.255785714286', '0.153225142104', '0.93', ['poi', 'director_fees', 'from_this_person_to_poi', 'restricted_stock', 'salary']], ['0.710214285714', '0.211824040347', '0.378', ['poi', 'director_fees', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']], ['0.257857142857', '0.160103710906', '0.988', ['poi', 'director_fees', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']], ['0.492', '0.182326621924', '0.7335', ['poi', 'director_fees', 'from_this_person_to_poi', 'salary', 'total_payments']], ['0.259071428571', '0.161642285622', '1.0', ['poi', 'director_fees', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']], ['0.749066666667', '0.219643992371', '0.3455', ['poi', 'director_fees', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']], ['0.729214285714', '0.2403595245', '0.4145', ['poi', 'director_fees', 'restricted_stock', 'salary', 'total_payments']], ['0.314866666667', '0.160193776172', '0.9755', ['poi', 'director_fees', 'restricted_stock', 'salary', 'exercised_stock_options']], ['0.748466666667', '0.19650804519', '0.287', ['poi', 'director_fees', 'restricted_stock', 'total_payments', 'exercised_stock_options']], ['0.741357142857', '0.225904633074', '0.334', ['poi', 'director_fees', 'salary', 'total_payments', 'exercised_stock_options']], ['0.215571428571', '0.149195438213', '0.955', ['poi', 'resto_dirfees', 'bonus', 'total_stock_value', 'from_poi_to_this_person']], ['0.216357142857', '0.148499333908', '0.9475', ['poi', 'resto_dirfees', 'bonus', 'total_stock_value', 'from_this_person_to_poi']], ['0.233230769231', '0.160184237462', '0.939', ['poi', 'resto_dirfees', 'bonus', 'total_stock_value', 'restricted_stock']], ['0.223785714286', '0.150987955601', '0.959', ['poi', 'resto_dirfees', 'bonus', 'total_stock_value', 'salary']], ['0.227466666667', '0.134547949383', '0.8825', ['poi', 'resto_dirfees', 'bonus', 'total_stock_value', 'total_payments']], ['0.241769230769', '0.161365399535', '0.936', ['poi', 'resto_dirfees', 'bonus', 'total_stock_value', 'exercised_stock_options']], ['0.209272727273', '0.179030093924', '0.934', ['poi', 'resto_dirfees', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.198833333333', '0.171866919497', '0.997', ['poi', 'resto_dirfees', 'bonus', 'from_poi_to_this_person', 'restricted_stock']], ['0.215909090909', '0.187057156353', '0.99', ['poi', 'resto_dirfees', 'bonus', 'from_poi_to_this_person', 'salary']], ['0.215285714286', '0.140272217774', '0.876', ['poi', 'resto_dirfees', 'bonus', 'from_poi_to_this_person', 'total_payments']], ['0.217846153846', '0.16169648774', '0.976', ['poi', 'resto_dirfees', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.19275', '0.164762320105', '0.9445', ['poi', 'resto_dirfees', 'bonus', 'from_this_person_to_poi', 'restricted_stock']], ['0.206636363636', '0.177671298515', '0.927', ['poi', 'resto_dirfees', 'bonus', 'from_this_person_to_poi', 'salary']], ['0.228384615385', '0.15164396634', '0.874', ['poi', 'resto_dirfees', 'bonus', 'from_this_person_to_poi', 'total_payments']], ['0.223153846154', '0.161724166736', '0.968', ['poi', 'resto_dirfees', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.199083333333', '0.171684927961', '0.995', ['poi', 'resto_dirfees', 'bonus', 'restricted_stock', 'salary']], ['0.209', '0.139405499921', '0.877', ['poi', 'resto_dirfees', 'bonus', 'restricted_stock', 'total_payments']], ['0.232076923077', '0.160095375969', '0.94', ['poi', 'resto_dirfees', 'bonus', 'restricted_stock', 'exercised_stock_options']], ['0.223461538462', '0.150203093942', '0.869', ['poi', 'resto_dirfees', 'bonus', 'salary', 'total_payments']], ['0.233923076923', '0.161463207146', '0.949', ['poi', 'resto_dirfees', 'bonus', 'salary', 'exercised_stock_options']], ['0.2265', '0.143675841472', '0.89', ['poi', 'resto_dirfees', 'bonus', 'total_payments', 'exercised_stock_options']], ['0.170785714286', '0.146753915153', '0.998', ['poi', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.216642857143', '0.148380519175', '0.946', ['poi', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']], ['0.2015', '0.149469182006', '0.9785', ['poi', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person', 'salary']], ['0.2268', '0.132935597369', '0.869', ['poi', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']], ['0.226428571429', '0.148543225601', '0.933', ['poi', 'resto_dirfees', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.232538461538', '0.159189951295', '0.9315', ['poi', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']], ['0.205071428571', '0.148965623318', '0.9685', ['poi', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi', 'salary']], ['0.226866666667', '0.132945766083', '0.869', ['poi', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']], ['0.239769230769', '0.15977557186', '0.9255', ['poi', 'resto_dirfees', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.220571428571', '0.149354737173', '0.949', ['poi', 'resto_dirfees', 'total_stock_value', 'restricted_stock', 'salary']], ['0.226933333333', '0.132955936353', '0.869', ['poi', 'resto_dirfees', 'total_stock_value', 'restricted_stock', 'total_payments']], ['0.237461538462', '0.160065297706', '0.9315', ['poi', 'resto_dirfees', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']], ['0.226066666667', '0.132823844096', '0.869', ['poi', 'resto_dirfees', 'total_stock_value', 'salary', 'total_payments']], ['0.228071428571', '0.148871700821', '0.9335', ['poi', 'resto_dirfees', 'total_stock_value', 'salary', 'exercised_stock_options']], ['0.228333333333', '0.133282267331', '0.87', ['poi', 'resto_dirfees', 'total_stock_value', 'total_payments', 'exercised_stock_options']], ['0.18375', '0.16093953893', '0.925', ['poi', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']], ['0.206181818182', '0.178325688073', '0.933', ['poi', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']], ['0.213642857143', '0.141218637993', '0.8865', ['poi', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']], ['0.199333333333', '0.171389080857', '0.992', ['poi', 'resto_dirfees', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.197833333333', '0.17100949094', '0.991', ['poi', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock', 'salary']], ['0.221071428571', '0.139444489432', '0.861', ['poi', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']], ['0.211285714286', '0.148772529521', '0.9575', ['poi', 'resto_dirfees', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']], ['0.214928571429', '0.139927913496', '0.8735', ['poi', 'resto_dirfees', 'from_poi_to_this_person', 'salary', 'total_payments']], ['0.202307692308', '0.160253287871', '0.987', ['poi', 'resto_dirfees', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']], ['0.215071428571', '0.140870954854', '0.8815', ['poi', 'resto_dirfees', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']], ['0.190166666667', '0.163263525305', '0.9355', ['poi', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock', 'salary']], ['0.208285714286', '0.13745210728', '0.861', ['poi', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']], ['0.23', '0.15914893617', '0.935', ['poi', 'resto_dirfees', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']], ['0.228076923077', '0.150500217486', '0.865', ['poi', 'resto_dirfees', 'from_this_person_to_poi', 'salary', 'total_payments']], ['0.207846153846', '0.159079704191', '0.968', ['poi', 'resto_dirfees', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']], ['0.216266666667', '0.131904618171', '0.874', ['poi', 'resto_dirfees', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']], ['0.207928571429', '0.137917297426', '0.8655', ['poi', 'resto_dirfees', 'restricted_stock', 'salary', 'total_payments']], ['0.219714285714', '0.149819494585', '0.9545', ['poi', 'resto_dirfees', 'restricted_stock', 'salary', 'exercised_stock_options']], ['0.225333333333', '0.132712278558', '0.869', ['poi', 'resto_dirfees', 'restricted_stock', 'total_payments', 'exercised_stock_options']], ['0.225071428571', '0.142233362982', '0.8795', ['poi', 'resto_dirfees', 'salary', 'total_payments', 'exercised_stock_options']], ['0.847384615385', '0.507207207207', '0.2815', ['poi', 'bonus', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']], ['0.856071428571', '0.49362786746', '0.2905', ['poi', 'bonus', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']], ['0.839153846154', '0.462303231152', '0.279', ['poi', 'bonus', 'total_stock_value', 'from_poi_to_this_person', 'salary']], ['0.848933333333', '0.38898163606', '0.233', ['poi', 'bonus', 'total_stock_value', 'from_poi_to_this_person', 'total_payments']], ['0.839615384615', '0.469180565627', '0.3235', ['poi', 'bonus', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']], ['0.856714285714', '0.497404844291', '0.2875', ['poi', 'bonus', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']], ['0.848214285714', '0.449474535166', '0.278', ['poi', 'bonus', 'total_stock_value', 'from_this_person_to_poi', 'salary']], ['0.849333333333', '0.390202702703', '0.231', ['poi', 'bonus', 'total_stock_value', 'from_this_person_to_poi', 'total_payments']], ['0.841076923077', '0.475699558174', '0.323', ['poi', 'bonus', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.847857142857', '0.448575949367', '0.2835', ['poi', 'bonus', 'total_stock_value', 'restricted_stock', 'salary']], ['0.856266666667', '0.42641509434', '0.226', ['poi', 'bonus', 'total_stock_value', 'restricted_stock', 'total_payments']], ['0.845307692308', '0.495778971604', '0.323', ['poi', 'bonus', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']], ['0.849466666667', '0.392140468227', '0.2345', ['poi', 'bonus', 'total_stock_value', 'salary', 'total_payments']], ['0.846769230769', '0.503115264798', '0.323', ['poi', 'bonus', 'total_stock_value', 'salary', 'exercised_stock_options']], ['0.860533333333', '0.459719789842', '0.2625', ['poi', 'bonus', 'total_stock_value', 'total_payments', 'exercised_stock_options']], ['0.802', '0.326247689464', '0.1765', ['poi', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']], ['0.786', '0.322289156627', '0.1605', ['poi', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']], ['0.838', '0.310734463277', '0.11', ['poi', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']], ['0.845230769231', '0.494764397906', '0.2835', ['poi', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.811083333333', '0.363636363636', '0.178', ['poi', 'bonus', 'from_poi_to_this_person', 'restricted_stock', 'salary']], ['0.824714285714', '0.255913978495', '0.119', ['poi', 'bonus', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']], ['0.852785714286', '0.475303643725', '0.2935', ['poi', 'bonus', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']], ['0.827769230769', '0.335172413793', '0.1215', ['poi', 'bonus', 'from_poi_to_this_person', 'salary', 'total_payments']], ['0.841076923077', '0.473214285714', '0.2915', ['poi', 'bonus', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']], ['0.848142857143', '0.440789473684', '0.2345', ['poi', 'bonus', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']], ['0.7955', '0.299823633157', '0.17', ['poi', 'bonus', 'from_this_person_to_poi', 'restricted_stock', 'salary']], ['0.8265', '0.271565495208', '0.1275', ['poi', 'bonus', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']], ['0.854428571429', '0.484033613445', '0.288', ['poi', 'bonus', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']], ['0.830384615385', '0.357836338419', '0.129', ['poi', 'bonus', 'from_this_person_to_poi', 'salary', 'total_payments']], ['0.843384615385', '0.485', '0.291', ['poi', 'bonus', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']], ['0.8505', '0.455331412104', '0.237', ['poi', 'bonus', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']], ['0.821071428571', '0.25697786333', '0.1335', ['poi', 'bonus', 'restricted_stock', 'salary', 'total_payments']], ['0.8435', '0.427924528302', '0.2835', ['poi', 'bonus', 'restricted_stock', 'salary', 'exercised_stock_options']], ['0.855266666667', '0.420018709074', '0.2245', ['poi', 'bonus', 'restricted_stock', 'total_payments', 'exercised_stock_options']], ['0.848428571429', '0.442669172932', '0.2355', ['poi', 'bonus', 'salary', 'total_payments', 'exercised_stock_options']], ['0.867142857143', '0.572463768116', '0.2765', ['poi', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock']], ['0.863785714286', '0.556638246041', '0.2285', ['poi', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary']], ['0.852666666667', '0.388059701493', '0.182', ['poi', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments']], ['0.839615384615', '0.463139635733', '0.267', ['poi', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']], ['0.8605', '0.52579582876', '0.2395', ['poi', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock', 'salary']], ['0.854', '0.395143487859', '0.179', ['poi', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock', 'total_payments']], ['0.8555', '0.489813994686', '0.2765', ['poi', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']], ['0.849266666667', '0.363920750782', '0.1745', ['poi', 'total_stock_value', 'from_poi_to_this_person', 'salary', 'total_payments']], ['0.854357142857', '0.482969432314', '0.2765', ['poi', 'total_stock_value', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']], ['0.848266666667', '0.385', '0.231', ['poi', 'total_stock_value', 'from_poi_to_this_person', 'total_payments', 'exercised_stock_options']], ['0.860714285714', '0.528538812785', '0.2315', ['poi', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock', 'salary']], ['0.854066666667', '0.395580110497', '0.179', ['poi', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']], ['0.843615384615', '0.485013623978', '0.267', ['poi', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']], ['0.849866666667', '0.366807610994', '0.1735', ['poi', 'total_stock_value', 'from_this_person_to_poi', 'salary', 'total_payments']], ['0.8565', '0.495964125561', '0.2765', ['poi', 'total_stock_value', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']], ['0.849', '0.388561816653', '0.231', ['poi', 'total_stock_value', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']], ['0.8534', '0.390055248619', '0.1765', ['poi', 'total_stock_value', 'restricted_stock', 'salary', 'total_payments']], ['0.8565', '0.495964125561', '0.2765', ['poi', 'total_stock_value', 'restricted_stock', 'salary', 'exercised_stock_options']], ['0.8548', '0.414423076923', '0.2155', ['poi', 'total_stock_value', 'restricted_stock', 'total_payments', 'exercised_stock_options']], ['0.847', '0.373172828891', '0.217', ['poi', 'total_stock_value', 'salary', 'total_payments', 'exercised_stock_options']], ['0.805416666667', '0.291407222914', '0.117', ['poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock', 'salary']], ['0.824357142857', '0.165938864629', '0.057', ['poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock', 'total_payments']], ['0.863285714286', '0.542156862745', '0.2765', ['poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']], ['0.839357142857', '0.238993710692', '0.057', ['poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary', 'total_payments']], ['0.855461538462', '0.573511543135', '0.236', ['poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']], ['0.849142857143', '0.433491686461', '0.1825', ['poi', 'from_poi_to_this_person', 'from_this_person_to_poi', 'total_payments', 'exercised_stock_options']], ['0.824714285714', '0.169096209913', '0.058', ['poi', 'from_poi_to_this_person', 'restricted_stock', 'salary', 'total_payments']], ['0.857857142857', '0.505186721992', '0.2435', ['poi', 'from_poi_to_this_person', 'restricted_stock', 'salary', 'exercised_stock_options']], ['0.852533333333', '0.385775862069', '0.179', ['poi', 'from_poi_to_this_person', 'restricted_stock', 'total_payments', 'exercised_stock_options']], ['0.843214285714', '0.392026578073', '0.177', ['poi', 'from_poi_to_this_person', 'salary', 'total_payments', 'exercised_stock_options']], ['0.827142857143', '0.19476744186', '0.067', ['poi', 'from_this_person_to_poi', 'restricted_stock', 'salary', 'total_payments']], ['0.857714285714', '0.504264392324', '0.2365', ['poi', 'from_this_person_to_poi', 'restricted_stock', 'salary', 'exercised_stock_options']], ['0.852733333333', '0.387027027027', '0.179', ['poi', 'from_this_person_to_poi', 'restricted_stock', 'total_payments', 'exercised_stock_options']], ['0.844642857143', '0.401129943503', '0.1775', ['poi', 'from_this_person_to_poi', 'salary', 'total_payments', 'exercised_stock_options']], ['0.847333333333', '0.353830645161', '0.1755', ['poi', 'restricted_stock', 'salary', 'total_payments', 'exercised_stock_options']]]

The code cell below prints out combinations which meet the criteria that precision and recall each be above 0.3.

In [14]:
# Prints out combinations which meet the criteria of precision and recall each being above 0.3

for a in All:
    if float(a[1]) > float(0.3):
        if float(a[2]) > float(0.3):
            print a
['0.707333333333', '0.362844702467', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees']]
['0.904090909091', '0.460545193687', '0.321', ['poi', 'exercised_stock_options']]
['0.8345', '0.677651905252', '0.329', ['poi', 'salary_bonus', 'deferred_income']]
['0.907909090909', '0.490959666203', '0.353', ['poi', 'deferral_payments', 'exercised_stock_options']]
['0.904090909091', '0.460545193687', '0.321', ['poi', 'exercised_stock_options']]
['0.8345', '0.677651905252', '0.329', ['poi', 'salary_bonus', 'deferred_income']]
['0.907909090909', '0.490959666203', '0.353', ['poi', 'deferral_payments', 'exercised_stock_options']]
['0.8343', '0.676258992806', '0.329', ['poi', 'deferred_income', 'bonus']]
['0.863571428571', '0.535046728972', '0.3435', ['poi', 'deferred_income', 'total_stock_value']]
['0.837454545455', '0.605158730159', '0.305', ['poi', 'deferred_income', 'salary']]
['0.861769230769', '0.578621223857', '0.3735', ['poi', 'deferred_income', 'exercised_stock_options']]
['0.842666666667', '0.550816696915', '0.3035', ['poi', 'from_messages', 'exercised_stock_options']]
['0.857333333333', '0.634078212291', '0.3405', ['poi', 'to_messages', 'salary_bonus', 'deferred_income']]
['0.856615384615', '0.557823129252', '0.328', ['poi', 'to_messages', 'deferral_payments', 'exercised_stock_options']]
['0.857583333333', '0.635097493036', '0.342', ['poi', 'to_messages', 'deferred_income', 'bonus']]
['0.851642857143', '0.470811220622', '0.3105', ['poi', 'to_messages', 'deferred_income', 'total_stock_value']]
['0.862214285714', '0.528698464026', '0.327', ['poi', 'to_messages', 'deferred_income', 'exercised_stock_options']]
['0.856666666667', '0.642857142857', '0.315', ['poi', 'salary_bonus', 'expenses', 'deferred_income']]
['0.857571428571', '0.502479338843', '0.304', ['poi', 'salary_bonus', 'expenses', 'total_stock_value']]
['0.840363636364', '0.596979332273', '0.3755', ['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive']]
['0.840666666667', '0.534214618974', '0.3435', ['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi']]
['0.856666666667', '0.611111111111', '0.385', ['poi', 'salary_bonus', 'deferred_income', 'from_messages']]
['0.8151', '0.564918314703', '0.3285', ['poi', 'salary_bonus', 'deferred_income', 'bonus']]
['0.858214285714', '0.505376344086', '0.3525', ['poi', 'salary_bonus', 'deferred_income', 'total_stock_value']]
['0.856083333333', '0.623978201635', '0.3435', ['poi', 'salary_bonus', 'deferred_income', 'from_poi_to_this_person']]
['0.828454545455', '0.549087749783', '0.316', ['poi', 'salary_bonus', 'deferred_income', 'from_this_person_to_poi']]
['0.847384615385', '0.506079027356', '0.333', ['poi', 'salary_bonus', 'deferred_income', 'restricted_stock']]
['0.86', '0.515243902439', '0.338', ['poi', 'salary_bonus', 'deferred_income', 'exercised_stock_options']]
['0.834', '0.444755244755', '0.318', ['poi', 'salary_bonus', 'long_term_incentive', 'total_stock_value']]
['0.839384615385', '0.466257668712', '0.304', ['poi', 'salary_bonus', 'long_term_incentive', 'exercised_stock_options']]
['0.857214285714', '0.500399680256', '0.313', ['poi', 'salary_bonus', 'from_messages', 'total_stock_value']]
['0.848076923077', '0.509928514694', '0.321', ['poi', 'salary_bonus', 'from_messages', 'exercised_stock_options']]
['0.840076923077', '0.472739820566', '0.3425', ['poi', 'salary_bonus', 'bonus', 'total_stock_value']]
['0.848153846154', '0.510942760943', '0.3035', ['poi', 'salary_bonus', 'total_stock_value', 'from_poi_to_this_person']]
['0.841538461538', '0.476265822785', '0.301', ['poi', 'salary_bonus', 'total_stock_value', 'salary']]
['0.848846153846', '0.512858192506', '0.349', ['poi', 'salary_bonus', 'total_stock_value', 'exercised_stock_options']]
['0.843230769231', '0.485015772871', '0.3075', ['poi', 'salary_bonus', 'salary', 'exercised_stock_options']]
['0.8635', '0.537616229924', '0.318', ['poi', 'deferral_payments', 'deferred_income', 'total_stock_value']]
['0.858230769231', '0.568799298861', '0.3245', ['poi', 'deferral_payments', 'deferred_income', 'exercised_stock_options']]
['0.846846153846', '0.503345724907', '0.3385', ['poi', 'deferral_payments', 'from_messages', 'exercised_stock_options']]
['0.861', '0.588613406795', '0.3205', ['poi', 'deferral_payments', 'from_poi_to_this_person', 'exercised_stock_options']]
['0.8555', '0.64029535865', '0.3035', ['poi', 'deferral_payments', 'from_this_person_to_poi', 'exercised_stock_options']]
['0.856', '0.637931034483', '0.3145', ['poi', 'expenses', 'deferred_income', 'bonus']]
['0.863928571429', '0.534849596478', '0.3645', ['poi', 'expenses', 'deferred_income', 'total_stock_value']]
['0.852666666667', '0.605646630237', '0.3325', ['poi', 'expenses', 'deferred_income', 'salary']]
['0.868714285714', '0.562211981567', '0.366', ['poi', 'expenses', 'deferred_income', 'exercised_stock_options']]
['0.860285714286', '0.518644067797', '0.306', ['poi', 'expenses', 'bonus', 'total_stock_value']]
['0.836416666667', '0.514670896114', '0.3245', ['poi', 'deferred_income', 'long_term_incentive', 'from_messages']]
['0.837909090909', '0.587008821171', '0.366', ['poi', 'deferred_income', 'long_term_incentive', 'bonus']]
['0.865214285714', '0.540099361249', '0.3805', ['poi', 'deferred_income', 'long_term_incentive', 'total_stock_value']]
['0.8345', '0.505766062603', '0.307', ['poi', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person']]
['0.846923076923', '0.503709198813', '0.3395', ['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock']]
['0.834454545455', '0.576430401366', '0.3375', ['poi', 'deferred_income', 'long_term_incentive', 'salary']]
['0.854', '0.538230884558', '0.359', ['poi', 'deferred_income', 'long_term_incentive', 'exercised_stock_options']]
['0.707333333333', '0.362844702467', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees']]
['0.840583333333', '0.534010946052', '0.3415', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'bonus']]
['0.848642857143', '0.46035976016', '0.3455', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value']]
['0.862571428571', '0.527220630372', '0.368', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'exercised_stock_options']]
['0.857', '0.616968698517', '0.3745', ['poi', 'deferred_income', 'from_messages', 'bonus']]
['0.866428571429', '0.545710267229', '0.388', ['poi', 'deferred_income', 'from_messages', 'total_stock_value']]
['0.849', '0.515276630884', '0.312', ['poi', 'deferred_income', 'from_messages', 'restricted_stock']]
['0.856', '0.5512', '0.3445', ['poi', 'deferred_income', 'from_messages', 'salary']]
['0.872142857143', '0.571041948579', '0.422', ['poi', 'deferred_income', 'from_messages', 'exercised_stock_options']]
['0.859714285714', '0.513024602026', '0.3545', ['poi', 'deferred_income', 'bonus', 'total_stock_value']]
['0.852333333333', '0.600706713781', '0.34', ['poi', 'deferred_income', 'bonus', 'from_poi_to_this_person']]
['0.825727272727', '0.535080304311', '0.3165', ['poi', 'deferred_income', 'bonus', 'from_this_person_to_poi']]
['0.848', '0.509104704097', '0.3355', ['poi', 'deferred_income', 'bonus', 'restricted_stock']]
['0.859714285714', '0.51367781155', '0.338', ['poi', 'deferred_income', 'bonus', 'exercised_stock_options']]
['0.861714285714', '0.524024024024', '0.349', ['poi', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person']]
['0.862285714286', '0.527480916031', '0.3455', ['poi', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi']]
['0.8705', '0.57310398749', '0.3665', ['poi', 'deferred_income', 'total_stock_value', 'restricted_stock']]
['0.860428571429', '0.517087667162', '0.348', ['poi', 'deferred_income', 'total_stock_value', 'salary']]
['0.864', '0.533379694019', '0.3835', ['poi', 'deferred_income', 'total_stock_value', 'exercised_stock_options']]
['0.8455', '0.563368055556', '0.3245', ['poi', 'deferred_income', 'from_poi_to_this_person', 'salary']]
['0.871428571429', '0.578988941548', '0.3665', ['poi', 'deferred_income', 'from_poi_to_this_person', 'exercised_stock_options']]
['0.839083333333', '0.529767040552', '0.307', ['poi', 'deferred_income', 'from_this_person_to_poi', 'salary']]
['0.873142857143', '0.585235920852', '0.3845', ['poi', 'deferred_income', 'from_this_person_to_poi', 'exercised_stock_options']]
['0.850615384615', '0.522550544323', '0.336', ['poi', 'deferred_income', 'restricted_stock', 'salary']]
['0.866857142857', '0.550295857988', '0.372', ['poi', 'deferred_income', 'restricted_stock', 'exercised_stock_options']]
['0.871071428571', '0.579462102689', '0.3555', ['poi', 'deferred_income', 'salary', 'exercised_stock_options']]
['0.834384615385', '0.446088794926', '0.3165', ['poi', 'long_term_incentive', 'bonus', 'total_stock_value']]
['0.838615384615', '0.4625382263', '0.3025', ['poi', 'long_term_incentive', 'bonus', 'exercised_stock_options']]
['0.853714285714', '0.481566820276', '0.3135', ['poi', 'from_messages', 'bonus', 'total_stock_value']]
['0.846692307692', '0.502723735409', '0.323', ['poi', 'from_messages', 'bonus', 'exercised_stock_options']]
['0.842666666667', '0.551001821494', '0.3025', ['poi', 'from_messages', 'from_poi_to_this_person', 'exercised_stock_options']]
['0.844416666667', '0.56220767072', '0.3005', ['poi', 'from_messages', 'from_this_person_to_poi', 'exercised_stock_options']]
['0.849307692308', '0.51747655584', '0.3035', ['poi', 'bonus', 'total_stock_value', 'from_poi_to_this_person']]
['0.841461538462', '0.475889328063', '0.301', ['poi', 'bonus', 'total_stock_value', 'salary']]
['0.843', '0.485813148789', '0.351', ['poi', 'bonus', 'total_stock_value', 'exercised_stock_options']]
['0.842769230769', '0.4828125', '0.309', ['poi', 'bonus', 'salary', 'exercised_stock_options']]
['0.856307692308', '0.548175182482', '0.3755', ['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'long_term_incentive']]
['0.834', '0.503278688525', '0.307', ['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi']]
['0.848833333333', '0.577242524917', '0.3475', ['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'from_messages']]
['0.854833333333', '0.597432024169', '0.3955', ['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'bonus']]
['0.849571428571', '0.46499339498', '0.352', ['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'total_stock_value']]
['0.851', '0.592657342657', '0.339', ['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'from_poi_to_this_person']]
['0.844916666667', '0.558256496228', '0.333', ['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'from_this_person_to_poi']]
['0.839384615385', '0.46711509716', '0.3125', ['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'restricted_stock']]
['0.849846153846', '0.519867549669', '0.314', ['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'salary']]
['0.857214285714', '0.500365764448', '0.342', ['poi', 'to_messages', 'salary_bonus', 'deferred_income', 'exercised_stock_options']]
['0.846571428571', '0.448251748252', '0.3205', ['poi', 'to_messages', 'salary_bonus', 'bonus', 'total_stock_value']]
['0.840538461538', '0.473646209386', '0.328', ['poi', 'to_messages', 'salary_bonus', 'bonus', 'exercised_stock_options']]
['0.856071428571', '0.493995196157', '0.3085', ['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'total_stock_value']]
['0.865928571429', '0.550122249389', '0.3375', ['poi', 'to_messages', 'deferral_payments', 'deferred_income', 'exercised_stock_options']]
['0.834384615385', '0.450992953235', '0.352', ['poi', 'to_messages', 'deferral_payments', 'from_messages', 'exercised_stock_options']]
['0.853384615385', '0.539495798319', '0.321', ['poi', 'to_messages', 'deferral_payments', 'from_poi_to_this_person', 'exercised_stock_options']]
['0.857', '0.564619615032', '0.308', ['poi', 'to_messages', 'deferral_payments', 'from_this_person_to_poi', 'exercised_stock_options']]
['0.855428571429', '0.490551181102', '0.3115', ['poi', 'to_messages', 'expenses', 'deferred_income', 'total_stock_value']]
['0.857214285714', '0.500410846343', '0.3045', ['poi', 'to_messages', 'expenses', 'deferred_income', 'exercised_stock_options']]
['0.808384615385', '0.355673133451', '0.3025', ['poi', 'to_messages', 'expenses', 'long_term_incentive', 'from_messages']]
['0.856692307692', '0.549673676577', '0.379', ['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'bonus']]
['0.852357142857', '0.476848652384', '0.345', ['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'total_stock_value']]
['0.844785714286', '0.439468159552', '0.314', ['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'restricted_stock']]
['0.853357142857', '0.480179506358', '0.321', ['poi', 'to_messages', 'deferred_income', 'long_term_incentive', 'exercised_stock_options']]
['0.834833333333', '0.507317073171', '0.312', ['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'bonus']]
['0.835285714286', '0.39907651715', '0.3025', ['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value']]
['0.848642857143', '0.456790123457', '0.3145', ['poi', 'to_messages', 'deferred_income', 'shared_receipt_with_poi', 'exercised_stock_options']]
['0.849166666667', '0.580919931857', '0.341', ['poi', 'to_messages', 'deferred_income', 'from_messages', 'bonus']]
['0.856928571429', '0.498901098901', '0.3405', ['poi', 'to_messages', 'deferred_income', 'from_messages', 'total_stock_value']]
['0.860571428571', '0.517391304348', '0.357', ['poi', 'to_messages', 'deferred_income', 'from_messages', 'exercised_stock_options']]
['0.8515', '0.473472128946', '0.3525', ['poi', 'to_messages', 'deferred_income', 'bonus', 'total_stock_value']]
['0.850333333333', '0.588695652174', '0.3385', ['poi', 'to_messages', 'deferred_income', 'bonus', 'from_poi_to_this_person']]
['0.843916666667', '0.552960800667', '0.3315', ['poi', 'to_messages', 'deferred_income', 'bonus', 'from_this_person_to_poi']]
['0.839769230769', '0.468679245283', '0.3105', ['poi', 'to_messages', 'deferred_income', 'bonus', 'restricted_stock']]
['0.847692307692', '0.508460236887', '0.3005', ['poi', 'to_messages', 'deferred_income', 'bonus', 'salary']]
['0.857142857143', '0.5', '0.3445', ['poi', 'to_messages', 'deferred_income', 'bonus', 'exercised_stock_options']]
['0.851642857143', '0.470811220622', '0.3105', ['poi', 'to_messages', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person']]
['0.851142857143', '0.46803652968', '0.3075', ['poi', 'to_messages', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi']]
['0.853071428571', '0.478810408922', '0.322', ['poi', 'to_messages', 'deferred_income', 'total_stock_value', 'restricted_stock']]
['0.855071428571', '0.48846459825', '0.307', ['poi', 'to_messages', 'deferred_income', 'total_stock_value', 'salary']]
['0.852142857143', '0.475352112676', '0.3375', ['poi', 'to_messages', 'deferred_income', 'total_stock_value', 'exercised_stock_options']]
['0.862285714286', '0.529173419773', '0.3265', ['poi', 'to_messages', 'deferred_income', 'from_poi_to_this_person', 'exercised_stock_options']]
['0.861714285714', '0.526016260163', '0.3235', ['poi', 'to_messages', 'deferred_income', 'from_this_person_to_poi', 'exercised_stock_options']]
['0.852357142857', '0.475493782004', '0.325', ['poi', 'to_messages', 'deferred_income', 'restricted_stock', 'exercised_stock_options']]
['0.836333333333', '0.515437392796', '0.3005', ['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'long_term_incentive']]
['0.836461538462', '0.452844311377', '0.3025', ['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'from_messages']]
['0.835916666667', '0.513058129739', '0.3045', ['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'bonus']]
['0.845857142857', '0.442082111437', '0.3015', ['poi', 'salary_bonus', 'deferral_payments', 'deferred_income', 'total_stock_value']]
['0.780083333333', '0.341123818996', '0.343', ['poi', 'salary_bonus', 'deferral_payments', 'long_term_incentive', 'from_messages']]
['0.841615384615', '0.477702191988', '0.316', ['poi', 'salary_bonus', 'deferral_payments', 'bonus', 'exercised_stock_options']]
['0.851333333333', '0.590452261307', '0.3525', ['poi', 'salary_bonus', 'expenses', 'deferred_income', 'long_term_incentive']]
['0.841923076923', '0.478363493312', '0.304', ['poi', 'salary_bonus', 'expenses', 'deferred_income', 'shared_receipt_with_poi']]
['0.851461538462', '0.528348397699', '0.3215', ['poi', 'salary_bonus', 'expenses', 'deferred_income', 'from_messages']]
['0.850916666667', '0.583399209486', '0.369', ['poi', 'salary_bonus', 'expenses', 'deferred_income', 'bonus']]
['0.854928571429', '0.489273356401', '0.3535', ['poi', 'salary_bonus', 'expenses', 'deferred_income', 'total_stock_value']]
['0.841666666667', '0.541946308725', '0.323', ['poi', 'salary_bonus', 'expenses', 'deferred_income', 'salary']]
['0.861571428571', '0.523449319213', '0.346', ['poi', 'salary_bonus', 'expenses', 'deferred_income', 'exercised_stock_options']]
['0.845214285714', '0.442847364819', '0.3235', ['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'total_stock_value']]
['0.855071428571', '0.488750969744', '0.315', ['poi', 'salary_bonus', 'expenses', 'long_term_incentive', 'exercised_stock_options']]
['0.838285714286', '0.413043478261', '0.3135', ['poi', 'salary_bonus', 'expenses', 'shared_receipt_with_poi', 'total_stock_value']]
['0.860214285714', '0.516449885233', '0.3375', ['poi', 'salary_bonus', 'expenses', 'from_messages', 'total_stock_value']]
['0.857571428571', '0.502272727273', '0.3315', ['poi', 'salary_bonus', 'expenses', 'from_messages', 'exercised_stock_options']]
['0.849714285714', '0.464383561644', '0.339', ['poi', 'salary_bonus', 'expenses', 'bonus', 'total_stock_value']]
['0.850214285714', '0.465578424414', '0.328', ['poi', 'salary_bonus', 'expenses', 'bonus', 'exercised_stock_options']]
['0.856714285714', '0.497532894737', '0.3025', ['poi', 'salary_bonus', 'expenses', 'total_stock_value', 'from_poi_to_this_person']]
['0.858785714286', '0.508550185874', '0.342', ['poi', 'salary_bonus', 'expenses', 'total_stock_value', 'restricted_stock']]
['0.855071428571', '0.489330389993', '0.3325', ['poi', 'salary_bonus', 'expenses', 'total_stock_value', 'exercised_stock_options']]
['0.857928571429', '0.504041146216', '0.343', ['poi', 'salary_bonus', 'expenses', 'restricted_stock', 'exercised_stock_options']]
['0.843076923077', '0.487046632124', '0.376', ['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi']]
['0.851', '0.522580645161', '0.3645', ['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'from_messages']]
['0.837727272727', '0.577393808495', '0.401', ['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'bonus']]
['0.855428571429', '0.492197659298', '0.3785', ['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'total_stock_value']]
['0.851583333333', '0.584295612009', '0.3795', ['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person']]
['0.83325', '0.499653499653', '0.3605', ['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'from_this_person_to_poi']]
['0.847307692308', '0.50532292406', '0.356', ['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'restricted_stock']]
['0.832454545455', '0.563977180114', '0.346', ['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'salary']]
['0.857785714286', '0.503067484663', '0.369', ['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'exercised_stock_options']]
['0.839083333333', '0.526682134571', '0.3405', ['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'from_messages']]
['0.84775', '0.562545191612', '0.389', ['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'bonus']]
['0.840357142857', '0.427513880321', '0.3465', ['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value']]
['0.837666666667', '0.520092735703', '0.3365', ['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'from_poi_to_this_person']]
['0.828583333333', '0.479392624729', '0.3315', ['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'from_this_person_to_poi']]
['0.823615384615', '0.404684450228', '0.311', ['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'restricted_stock']]
['0.845571428571', '0.446850393701', '0.3405', ['poi', 'salary_bonus', 'deferred_income', 'shared_receipt_with_poi', 'exercised_stock_options']]
['0.841583333333', '0.538521400778', '0.346', ['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'bonus']]
['0.854214285714', '0.486025903204', '0.3565', ['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'total_stock_value']]
['0.849', '0.578595317726', '0.346', ['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'from_poi_to_this_person']]
['0.85375', '0.609277430865', '0.3415', ['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'from_this_person_to_poi']]
['0.840615384615', '0.473293768546', '0.319', ['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'restricted_stock']]
['0.847923076923', '0.508562918838', '0.3415', ['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'salary']]
['0.859428571429', '0.511594202899', '0.353', ['poi', 'salary_bonus', 'deferred_income', 'from_messages', 'exercised_stock_options']]
['0.847285714286', '0.455368693402', '0.352', ['poi', 'salary_bonus', 'deferred_income', 'bonus', 'total_stock_value']]
['0.847916666667', '0.564862861379', '0.381', ['poi', 'salary_bonus', 'deferred_income', 'bonus', 'from_poi_to_this_person']]
['0.815363636364', '0.487975174554', '0.3145', ['poi', 'salary_bonus', 'deferred_income', 'bonus', 'from_this_person_to_poi']]
['0.841307692308', '0.478290833908', '0.347', ['poi', 'salary_bonus', 'deferred_income', 'bonus', 'restricted_stock']]
['0.829090909091', '0.55444646098', '0.3055', ['poi', 'salary_bonus', 'deferred_income', 'bonus', 'salary']]
['0.851285714286', '0.471685082873', '0.3415', ['poi', 'salary_bonus', 'deferred_income', 'bonus', 'exercised_stock_options']]
['0.855857142857', '0.493543758967', '0.344', ['poi', 'salary_bonus', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person']]
['0.855928571429', '0.494001411433', '0.35', ['poi', 'salary_bonus', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi']]
['0.856785714286', '0.498192335503', '0.3445', ['poi', 'salary_bonus', 'deferred_income', 'total_stock_value', 'restricted_stock']]
['0.844714285714', '0.444302176697', '0.347', ['poi', 'salary_bonus', 'deferred_income', 'total_stock_value', 'salary']]
['0.856571428571', '0.497419354839', '0.3855', ['poi', 'salary_bonus', 'deferred_income', 'total_stock_value', 'exercised_stock_options']]
['0.835833333333', '0.512335526316', '0.3115', ['poi', 'salary_bonus', 'deferred_income', 'from_poi_to_this_person', 'from_this_person_to_poi']]
['0.844', '0.489028213166', '0.312', ['poi', 'salary_bonus', 'deferred_income', 'from_poi_to_this_person', 'restricted_stock']]
['0.843833333333', '0.55506993007', '0.3175', ['poi', 'salary_bonus', 'deferred_income', 'from_poi_to_this_person', 'salary']]
['0.861428571429', '0.522970903522', '0.3415', ['poi', 'salary_bonus', 'deferred_income', 'from_poi_to_this_person', 'exercised_stock_options']]
['0.835923076923', '0.451636363636', '0.3105', ['poi', 'salary_bonus', 'deferred_income', 'from_this_person_to_poi', 'restricted_stock']]
['0.83925', '0.530367835757', '0.31', ['poi', 'salary_bonus', 'deferred_income', 'from_this_person_to_poi', 'salary']]
['0.861071428571', '0.520661157025', '0.3465', ['poi', 'salary_bonus', 'deferred_income', 'from_this_person_to_poi', 'exercised_stock_options']]
['0.843307692308', '0.485670023238', '0.3135', ['poi', 'salary_bonus', 'deferred_income', 'restricted_stock', 'salary']]
['0.852285714286', '0.476519337017', '0.345', ['poi', 'salary_bonus', 'deferred_income', 'restricted_stock', 'exercised_stock_options']]
['0.862', '0.525185185185', '0.3545', ['poi', 'salary_bonus', 'deferred_income', 'salary', 'exercised_stock_options']]
['0.834', '0.444986072423', '0.3195', ['poi', 'salary_bonus', 'long_term_incentive', 'from_messages', 'exercised_stock_options']]
['0.828923076923', '0.430348258706', '0.346', ['poi', 'salary_bonus', 'long_term_incentive', 'bonus', 'total_stock_value']]
['0.84', '0.473082099596', '0.3515', ['poi', 'salary_bonus', 'long_term_incentive', 'bonus', 'exercised_stock_options']]
['0.835538461538', '0.4500723589', '0.311', ['poi', 'salary_bonus', 'long_term_incentive', 'total_stock_value', 'salary']]
['0.838923076923', '0.466524216524', '0.3275', ['poi', 'salary_bonus', 'long_term_incentive', 'total_stock_value', 'exercised_stock_options']]
['0.841692307692', '0.47734375', '0.3055', ['poi', 'salary_bonus', 'long_term_incentive', 'from_poi_to_this_person', 'exercised_stock_options']]
['0.839615384615', '0.46868091378', '0.318', ['poi', 'salary_bonus', 'long_term_incentive', 'salary', 'exercised_stock_options']]
['0.844285714286', '0.438775510204', '0.3225', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'bonus', 'total_stock_value']]
['0.840153846154', '0.472301136364', '0.3325', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'bonus', 'exercised_stock_options']]
['0.845428571429', '0.439970717423', '0.3005', ['poi', 'salary_bonus', 'shared_receipt_with_poi', 'total_stock_value', 'exercised_stock_options']]
['0.856857142857', '0.498389694042', '0.3095', ['poi', 'salary_bonus', 'from_messages', 'total_stock_value', 'from_poi_to_this_person']]
['0.854857142857', '0.487577639752', '0.314', ['poi', 'salary_bonus', 'from_messages', 'total_stock_value', 'restricted_stock']]
['0.845928571429', '0.446269678303', '0.326', ['poi', 'salary_bonus', 'from_messages', 'total_stock_value', 'exercised_stock_options']]
['0.844923076923', '0.493710691824', '0.314', ['poi', 'salary_bonus', 'from_messages', 'from_poi_to_this_person', 'exercised_stock_options']]
['0.847769230769', '0.508801341157', '0.3035', ['poi', 'salary_bonus', 'from_messages', 'from_this_person_to_poi', 'exercised_stock_options']]
['0.849714285714', '0.461764705882', '0.314', ['poi', 'salary_bonus', 'from_messages', 'restricted_stock', 'exercised_stock_options']]
['0.839384615385', '0.469821673525', '0.3425', ['poi', 'salary_bonus', 'bonus', 'total_stock_value', 'from_poi_to_this_person']]
['0.839153846154', '0.468555632343', '0.339', ['poi', 'salary_bonus', 'bonus', 'total_stock_value', 'salary']]
['0.840153846154', '0.473825503356', '0.353', ['poi', 'salary_bonus', 'bonus', 'total_stock_value', 'exercised_stock_options']]
['0.837846153846', '0.459398496241', '0.3055', ['poi', 'salary_bonus', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']]
['0.838230769231', '0.464507236389', '0.337', ['poi', 'salary_bonus', 'bonus', 'salary', 'exercised_stock_options']]
['0.847461538462', '0.506666666667', '0.323', ['poi', 'salary_bonus', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']]
['0.849', '0.514741035857', '0.323', ['poi', 'salary_bonus', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']]
['0.846846153846', '0.503523884103', '0.3215', ['poi', 'salary_bonus', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']]
['0.850230769231', '0.52142279709', '0.3225', ['poi', 'salary_bonus', 'total_stock_value', 'salary', 'exercised_stock_options']]
['0.866642857143', '0.553846153846', '0.342', ['poi', 'deferral_payments', 'expenses', 'deferred_income', 'total_stock_value']]
['0.8665', '0.553208773355', '0.3405', ['poi', 'deferral_payments', 'expenses', 'deferred_income', 'exercised_stock_options']]
['0.780076923077', '0.313827481578', '0.362', ['poi', 'deferral_payments', 'expenses', 'long_term_incentive', 'from_messages']]
['0.815153846154', '0.375540457072', '0.304', ['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'from_messages']]
['0.836', '0.513559322034', '0.303', ['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'bonus']]
['0.856857142857', '0.498522895126', '0.3375', ['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'total_stock_value']]
['0.845538461538', '0.497045790251', '0.3365', ['poi', 'deferral_payments', 'deferred_income', 'long_term_incentive', 'exercised_stock_options']]
['0.841714285714', '0.423836389281', '0.3005', ['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value']]
['0.860428571429', '0.518167456556', '0.328', ['poi', 'deferral_payments', 'deferred_income', 'shared_receipt_with_poi', 'exercised_stock_options']]
['0.838923076923', '0.463957055215', '0.3025', ['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'bonus']]
['0.860357142857', '0.516292541636', '0.3565', ['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'total_stock_value']]
['0.864285714286', '0.534387895461', '0.3885', ['poi', 'deferral_payments', 'deferred_income', 'from_messages', 'exercised_stock_options']]
['0.846571428571', '0.445906432749', '0.305', ['poi', 'deferral_payments', 'deferred_income', 'bonus', 'total_stock_value']]
['0.857', '0.499206349206', '0.3145', ['poi', 'deferral_payments', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person']]
['0.857', '0.499194847021', '0.31', ['poi', 'deferral_payments', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi']]
['0.861857142857', '0.525075987842', '0.3455', ['poi', 'deferral_payments', 'deferred_income', 'total_stock_value', 'restricted_stock']]
['0.854785714286', '0.487018095987', '0.3095', ['poi', 'deferral_payments', 'deferred_income', 'total_stock_value', 'salary']]
['0.852785714286', '0.478010093727', '0.3315', ['poi', 'deferral_payments', 'deferred_income', 'total_stock_value', 'exercised_stock_options']]
['0.862357142857', '0.529795918367', '0.3245', ['poi', 'deferral_payments', 'deferred_income', 'from_poi_to_this_person', 'exercised_stock_options']]
['0.865142857143', '0.547457627119', '0.323', ['poi', 'deferral_payments', 'deferred_income', 'from_this_person_to_poi', 'exercised_stock_options']]
['0.859428571429', '0.511869436202', '0.345', ['poi', 'deferral_payments', 'deferred_income', 'restricted_stock', 'exercised_stock_options']]
['0.773833333333', '0.328530259366', '0.342', ['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'bonus']]
['0.835923076923', '0.455931080186', '0.344', ['poi', 'deferral_payments', 'long_term_incentive', 'from_messages', 'exercised_stock_options']]
['0.854923076923', '0.551351351351', '0.306', ['poi', 'deferral_payments', 'long_term_incentive', 'total_stock_value', 'restricted_stock']]
['0.846230769231', '0.500408163265', '0.3065', ['poi', 'deferral_payments', 'long_term_incentive', 'restricted_stock', 'exercised_stock_options']]
['0.836461538462', '0.458333333333', '0.3465', ['poi', 'deferral_payments', 'shared_receipt_with_poi', 'from_messages', 'exercised_stock_options']]
['0.848153846154', '0.509789156627', '0.3385', ['poi', 'deferral_payments', 'from_messages', 'from_poi_to_this_person', 'exercised_stock_options']]
['0.851230769231', '0.52566096423', '0.338', ['poi', 'deferral_payments', 'from_messages', 'from_this_person_to_poi', 'exercised_stock_options']]
['0.857923076923', '0.570506912442', '0.3095', ['poi', 'deferral_payments', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']]
['0.8505', '0.585406301824', '0.353', ['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'bonus']]
['0.863571428571', '0.530160857909', '0.3955', ['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'total_stock_value']]
['0.851928571429', '0.473759884975', '0.3295', ['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'restricted_stock']]
['0.847416666667', '0.571914893617', '0.336', ['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'salary']]
['0.866071428571', '0.543736878936', '0.3885', ['poi', 'expenses', 'deferred_income', 'long_term_incentive', 'exercised_stock_options']]
['0.843076923077', '0.48427672956', '0.308', ['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'bonus']]
['0.849071428571', '0.462458471761', '0.348', ['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value']]
['0.838615384615', '0.464646464646', '0.322', ['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'salary']]
['0.856571428571', '0.497101449275', '0.343', ['poi', 'expenses', 'deferred_income', 'shared_receipt_with_poi', 'exercised_stock_options']]
['0.851153846154', '0.526661197703', '0.321', ['poi', 'expenses', 'deferred_income', 'from_messages', 'bonus']]
['0.874214285714', '0.586281588448', '0.406', ['poi', 'expenses', 'deferred_income', 'from_messages', 'total_stock_value']]
['0.856285714286', '0.495319812793', '0.3175', ['poi', 'expenses', 'deferred_income', 'from_messages', 'restricted_stock']]
['0.853461538462', '0.539682539683', '0.323', ['poi', 'expenses', 'deferred_income', 'from_messages', 'salary']]
['0.870071428571', '0.564321250888', '0.397', ['poi', 'expenses', 'deferred_income', 'from_messages', 'exercised_stock_options']]
['0.855857142857', '0.493723849372', '0.354', ['poi', 'expenses', 'deferred_income', 'bonus', 'total_stock_value']]
['0.838916666667', '0.528608027327', '0.3095', ['poi', 'expenses', 'deferred_income', 'bonus', 'salary']]
['0.860214285714', '0.516056758775', '0.3455', ['poi', 'expenses', 'deferred_income', 'bonus', 'exercised_stock_options']]
['0.863285714286', '0.531757754801', '0.36', ['poi', 'expenses', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person']]
['0.867', '0.553571428571', '0.3565', ['poi', 'expenses', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi']]
['0.872642857143', '0.578794480755', '0.3985', ['poi', 'expenses', 'deferred_income', 'total_stock_value', 'restricted_stock']]
['0.8665', '0.550972762646', '0.354', ['poi', 'expenses', 'deferred_income', 'total_stock_value', 'salary']]
['0.866428571429', '0.545391061453', '0.3905', ['poi', 'expenses', 'deferred_income', 'total_stock_value', 'exercised_stock_options']]
['0.852538461538', '0.534439834025', '0.322', ['poi', 'expenses', 'deferred_income', 'from_poi_to_this_person', 'salary']]
['0.869571428571', '0.568720379147', '0.36', ['poi', 'expenses', 'deferred_income', 'from_poi_to_this_person', 'exercised_stock_options']]
['0.841461538462', '0.47592738753', '0.3015', ['poi', 'expenses', 'deferred_income', 'from_this_person_to_poi', 'salary']]
['0.868857142857', '0.565916398714', '0.352', ['poi', 'expenses', 'deferred_income', 'from_this_person_to_poi', 'exercised_stock_options']]
['0.854857142857', '0.488304093567', '0.334', ['poi', 'expenses', 'deferred_income', 'restricted_stock', 'salary']]
['0.871857142857', '0.574207492795', '0.3985', ['poi', 'expenses', 'deferred_income', 'restricted_stock', 'exercised_stock_options']]
['0.868642857143', '0.564971751412', '0.35', ['poi', 'expenses', 'deferred_income', 'salary', 'exercised_stock_options']]
['0.847142857143', '0.450071326676', '0.3155', ['poi', 'expenses', 'long_term_incentive', 'from_messages', 'exercised_stock_options']]
['0.846928571429', '0.450519031142', '0.3255', ['poi', 'expenses', 'long_term_incentive', 'bonus', 'total_stock_value']]
['0.851571428571', '0.47102526003', '0.317', ['poi', 'expenses', 'long_term_incentive', 'bonus', 'exercised_stock_options']]
['0.839', '0.416557161629', '0.317', ['poi', 'expenses', 'shared_receipt_with_poi', 'bonus', 'total_stock_value']]
['0.855857142857', '0.493421052632', '0.3375', ['poi', 'expenses', 'from_messages', 'bonus', 'total_stock_value']]
['0.8565', '0.496634255797', '0.332', ['poi', 'expenses', 'from_messages', 'bonus', 'exercised_stock_options']]
['0.858857142857', '0.510050251256', '0.3045', ['poi', 'expenses', 'bonus', 'total_stock_value', 'from_poi_to_this_person']]
['0.859285714286', '0.511210762332', '0.342', ['poi', 'expenses', 'bonus', 'total_stock_value', 'restricted_stock']]
['0.850071428571', '0.465838509317', '0.3375', ['poi', 'expenses', 'bonus', 'total_stock_value', 'exercised_stock_options']]
['0.854642857143', '0.487526728439', '0.342', ['poi', 'expenses', 'bonus', 'restricted_stock', 'exercised_stock_options']]
['0.82775', '0.477039067855', '0.348', ['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'from_messages']]
['0.841615384615', '0.480681074001', '0.367', ['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus']]
['0.846142857143', '0.452114427861', '0.3635', ['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'total_stock_value']]
['0.8315', '0.399776661083', '0.358', ['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'restricted_stock']]
['0.834', '0.447333333333', '0.3355', ['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'salary']]
['0.850642857143', '0.469068660775', '0.345', ['poi', 'deferred_income', 'long_term_incentive', 'shared_receipt_with_poi', 'exercised_stock_options']]
['0.850769230769', '0.521459227468', '0.3645', ['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'bonus']]
['0.861357142857', '0.518706404566', '0.409', ['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'total_stock_value']]
['0.831666666667', '0.492657856094', '0.3355', ['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'from_poi_to_this_person']]
['0.817', '0.433514246947', '0.3195', ['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'from_this_person_to_poi']]
['0.848071428571', '0.459058671825', '0.356', ['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'restricted_stock']]
['0.840461538462', '0.474305555556', '0.3415', ['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'salary']]
['0.860357142857', '0.514734774067', '0.393', ['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'exercised_stock_options']]
['0.850142857143', '0.462365591398', '0.301', ['poi', 'deferred_income', 'long_term_incentive', 'other', 'total_stock_value']]
['0.857785714286', '0.503679476697', '0.308', ['poi', 'deferred_income', 'long_term_incentive', 'other', 'exercised_stock_options']]
['0.853071428571', '0.481212920237', '0.365', ['poi', 'deferred_income', 'long_term_incentive', 'bonus', 'total_stock_value']]
['0.84975', '0.576773187841', '0.37', ['poi', 'deferred_income', 'long_term_incentive', 'bonus', 'from_poi_to_this_person']]
['0.8305', '0.488111888112', '0.349', ['poi', 'deferred_income', 'long_term_incentive', 'bonus', 'from_this_person_to_poi']]
['0.847230769231', '0.504964539007', '0.356', ['poi', 'deferred_income', 'long_term_incentive', 'bonus', 'restricted_stock']]
['0.834727272727', '0.575581395349', '0.3465', ['poi', 'deferred_income', 'long_term_incentive', 'bonus', 'salary']]
['0.856642857143', '0.497614178596', '0.365', ['poi', 'deferred_income', 'long_term_incentive', 'bonus', 'exercised_stock_options']]
['0.857214285714', '0.500318674315', '0.3925', ['poi', 'deferred_income', 'long_term_incentive', 'total_stock_value', 'from_poi_to_this_person']]
['0.861928571429', '0.522229595222', '0.3935', ['poi', 'deferred_income', 'long_term_incentive', 'total_stock_value', 'from_this_person_to_poi']]
['0.8605', '0.51642208246', '0.3695', ['poi', 'deferred_income', 'long_term_incentive', 'total_stock_value', 'restricted_stock']]
['0.859142857143', '0.509162303665', '0.389', ['poi', 'deferred_income', 'long_term_incentive', 'total_stock_value', 'salary']]
['0.848866666667', '0.411295681063', '0.3095', ['poi', 'deferred_income', 'long_term_incentive', 'total_stock_value', 'total_payments']]
['0.856928571429', '0.499073502162', '0.404', ['poi', 'deferred_income', 'long_term_incentive', 'total_stock_value', 'exercised_stock_options']]
['0.846769230769', '0.502828854314', '0.3555', ['poi', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person', 'restricted_stock']]
['0.832166666667', '0.494883040936', '0.3385', ['poi', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person', 'salary']]
['0.861857142857', '0.523174157303', '0.3725', ['poi', 'deferred_income', 'long_term_incentive', 'from_poi_to_this_person', 'exercised_stock_options']]
['0.828461538462', '0.428836633663', '0.3465', ['poi', 'deferred_income', 'long_term_incentive', 'from_this_person_to_poi', 'restricted_stock']]
['0.83975', '0.528925619835', '0.352', ['poi', 'deferred_income', 'long_term_incentive', 'from_this_person_to_poi', 'salary']]
['0.857571428571', '0.502080443828', '0.362', ['poi', 'deferred_income', 'long_term_incentive', 'from_this_person_to_poi', 'exercised_stock_options']]
['0.846846153846', '0.503230437904', '0.3505', ['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock', 'salary']]
['0.854571428571', '0.488110964333', '0.3695', ['poi', 'deferred_income', 'long_term_incentive', 'restricted_stock', 'exercised_stock_options']]
['0.870214285714', '0.564482029598', '0.4005', ['poi', 'deferred_income', 'long_term_incentive', 'salary', 'exercised_stock_options']]
['0.707333333333', '0.362844702467', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees']]
['0.839416666667', '0.528360528361', '0.34', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'bonus']]
['0.851428571429', '0.473684210526', '0.36', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'total_stock_value']]
['0.847615384615', '0.50700073692', '0.344', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'salary']]
['0.861214285714', '0.519480519481', '0.38', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_messages', 'exercised_stock_options']]
['0.840571428571', '0.428217821782', '0.346', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'bonus', 'total_stock_value']]
['0.837833333333', '0.520897832817', '0.3365', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'bonus', 'from_poi_to_this_person']]
['0.82825', '0.477882523568', '0.3295', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'bonus', 'from_this_person_to_poi']]
['0.823692307692', '0.404699738903', '0.31', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'bonus', 'restricted_stock']]
['0.845714285714', '0.447643979058', '0.342', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'bonus', 'exercised_stock_options']]
['0.8445', '0.443159922929', '0.345', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value', 'from_poi_to_this_person']]
['0.844214285714', '0.441499676794', '0.3415', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value', 'from_this_person_to_poi']]
['0.849857142857', '0.465863453815', '0.348', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value', 'restricted_stock']]
['0.849', '0.462450592885', '0.351', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value', 'salary']]
['0.860571428571', '0.516304347826', '0.38', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'total_stock_value', 'exercised_stock_options']]
['0.858', '0.504115226337', '0.3675', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_poi_to_this_person', 'exercised_stock_options']]
['0.860642857143', '0.517363571935', '0.365', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'from_this_person_to_poi', 'exercised_stock_options']]
['0.834142857143', '0.399375', '0.3195', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'restricted_stock', 'salary']]
['0.853', '0.480055020633', '0.349', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'restricted_stock', 'exercised_stock_options']]
['0.8515', '0.472626472626', '0.341', ['poi', 'deferred_income', 'shared_receipt_with_poi', 'salary', 'exercised_stock_options']]
['0.855142857143', '0.488691437803', '0.3025', ['poi', 'deferred_income', 'from_messages', 'other', 'exercised_stock_options']]
['0.854071428571', '0.485344239945', '0.356', ['poi', 'deferred_income', 'from_messages', 'bonus', 'total_stock_value']]
['0.848', '0.573578595318', '0.343', ['poi', 'deferred_income', 'from_messages', 'bonus', 'from_poi_to_this_person']]
['0.852', '0.598591549296', '0.34', ['poi', 'deferred_income', 'from_messages', 'bonus', 'from_this_person_to_poi']]
['0.842076923077', '0.479724560061', '0.3135', ['poi', 'deferred_income', 'from_messages', 'bonus', 'restricted_stock']]
['0.847615384615', '0.507084265474', '0.34', ['poi', 'deferred_income', 'from_messages', 'bonus', 'salary']]
['0.858714285714', '0.507913669065', '0.353', ['poi', 'deferred_income', 'from_messages', 'bonus', 'exercised_stock_options']]
['0.866285714286', '0.545070422535', '0.387', ['poi', 'deferred_income', 'from_messages', 'total_stock_value', 'from_poi_to_this_person']]
['0.8655', '0.541459957477', '0.382', ['poi', 'deferred_income', 'from_messages', 'total_stock_value', 'from_this_person_to_poi']]
['0.867357142857', '0.550105115627', '0.3925', ['poi', 'deferred_income', 'from_messages', 'total_stock_value', 'restricted_stock']]
['0.8695', '0.560701754386', '0.3995', ['poi', 'deferred_income', 'from_messages', 'total_stock_value', 'salary']]
['0.8604', '0.463846153846', '0.3015', ['poi', 'deferred_income', 'from_messages', 'total_stock_value', 'total_payments']]
['0.855285714286', '0.491698595147', '0.385', ['poi', 'deferred_income', 'from_messages', 'total_stock_value', 'exercised_stock_options']]
['0.845307692308', '0.496068620443', '0.347', ['poi', 'deferred_income', 'from_messages', 'from_poi_to_this_person', 'salary']]
['0.870142857143', '0.561736770692', '0.414', ['poi', 'deferred_income', 'from_messages', 'from_poi_to_this_person', 'exercised_stock_options']]
['0.835692307692', '0.455844155844', '0.351', ['poi', 'deferred_income', 'from_messages', 'from_this_person_to_poi', 'salary']]
['0.871142857143', '0.56940509915', '0.402', ['poi', 'deferred_income', 'from_messages', 'from_this_person_to_poi', 'exercised_stock_options']]
['0.855714285714', '0.493084370678', '0.3565', ['poi', 'deferred_income', 'from_messages', 'restricted_stock', 'salary']]
['0.862928571429', '0.527126590757', '0.3935', ['poi', 'deferred_income', 'from_messages', 'restricted_stock', 'exercised_stock_options']]
['0.867928571429', '0.553356890459', '0.3915', ['poi', 'deferred_income', 'from_messages', 'salary', 'exercised_stock_options']]
['0.857357142857', '0.501120238984', '0.3355', ['poi', 'deferred_income', 'other', 'total_stock_value', 'exercised_stock_options']]
['0.856785714286', '0.498205312276', '0.347', ['poi', 'deferred_income', 'bonus', 'total_stock_value', 'from_poi_to_this_person']]
['0.856642857143', '0.497543859649', '0.3545', ['poi', 'deferred_income', 'bonus', 'total_stock_value', 'from_this_person_to_poi']]
['0.857071428571', '0.499637943519', '0.345', ['poi', 'deferred_income', 'bonus', 'total_stock_value', 'restricted_stock']]
['0.8465', '0.45202833226', '0.351', ['poi', 'deferred_income', 'bonus', 'total_stock_value', 'salary']]
['0.856285714286', '0.496138996139', '0.3855', ['poi', 'deferred_income', 'bonus', 'total_stock_value', 'exercised_stock_options']]
['0.83625', '0.514546965919', '0.3095', ['poi', 'deferred_income', 'bonus', 'from_poi_to_this_person', 'from_this_person_to_poi']]
['0.845230769231', '0.495260663507', '0.3135', ['poi', 'deferred_income', 'bonus', 'from_poi_to_this_person', 'restricted_stock']]
['0.8425', '0.547993019197', '0.314', ['poi', 'deferred_income', 'bonus', 'from_poi_to_this_person', 'salary']]
['0.861785714286', '0.524790236461', '0.344', ['poi', 'deferred_income', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']]
['0.835692307692', '0.450581395349', '0.31', ['poi', 'deferred_income', 'bonus', 'from_this_person_to_poi', 'restricted_stock']]
['0.839166666667', '0.529914529915', '0.31', ['poi', 'deferred_income', 'bonus', 'from_this_person_to_poi', 'salary']]
['0.8605', '0.517629407352', '0.345', ['poi', 'deferred_income', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']]
['0.842923076923', '0.483771251932', '0.313', ['poi', 'deferred_income', 'bonus', 'restricted_stock', 'salary']]
['0.852214285714', '0.47622329428', '0.3455', ['poi', 'deferred_income', 'bonus', 'restricted_stock', 'exercised_stock_options']]
['0.863071428571', '0.530809205642', '0.3575', ['poi', 'deferred_income', 'bonus', 'salary', 'exercised_stock_options']]
['0.861', '0.519970414201', '0.3515', ['poi', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person', 'from_this_person_to_poi']]
['0.866142857143', '0.545918367347', '0.3745', ['poi', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person', 'restricted_stock']]
['0.8595', '0.512123438648', '0.3485', ['poi', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person', 'salary']]
['0.859428571429', '0.510752688172', '0.38', ['poi', 'deferred_income', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']]
['0.8675', '0.555898226677', '0.3605', ['poi', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi', 'restricted_stock']]
['0.865714285714', '0.546367851623', '0.3535', ['poi', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi', 'salary']]
['0.863785714286', '0.532135452661', '0.385', ['poi', 'deferred_income', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']]
['0.860071428571', '0.514909090909', '0.354', ['poi', 'deferred_income', 'total_stock_value', 'restricted_stock', 'salary']]
['0.862', '0.472868217054', '0.305', ['poi', 'deferred_income', 'total_stock_value', 'restricted_stock', 'total_payments']]
['0.867071428571', '0.54982078853', '0.3835', ['poi', 'deferred_income', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']]
['0.862142857143', '0.523680649526', '0.387', ['poi', 'deferred_income', 'total_stock_value', 'salary', 'exercised_stock_options']]
['0.861533333333', '0.47263681592', '0.3325', ['poi', 'deferred_income', 'total_stock_value', 'total_payments', 'exercised_stock_options']]
['0.871785714286', '0.579642579643', '0.373', ['poi', 'deferred_income', 'from_poi_to_this_person', 'from_this_person_to_poi', 'exercised_stock_options']]
['0.841692307692', '0.478096676737', '0.3165', ['poi', 'deferred_income', 'from_poi_to_this_person', 'restricted_stock', 'salary']]
['0.862857142857', '0.527972027972', '0.3775', ['poi', 'deferred_income', 'from_poi_to_this_person', 'restricted_stock', 'exercised_stock_options']]
['0.867285714286', '0.557073954984', '0.3465', ['poi', 'deferred_income', 'from_poi_to_this_person', 'salary', 'exercised_stock_options']]
['0.829615384615', '0.426015141087', '0.3095', ['poi', 'deferred_income', 'from_this_person_to_poi', 'restricted_stock', 'salary']]
['0.863357142857', '0.532008830022', '0.3615', ['poi', 'deferred_income', 'from_this_person_to_poi', 'restricted_stock', 'exercised_stock_options']]
['0.869285714286', '0.569672131148', '0.3475', ['poi', 'deferred_income', 'from_this_person_to_poi', 'salary', 'exercised_stock_options']]
['0.860071428571', '0.514844315713', '0.3555', ['poi', 'deferred_income', 'restricted_stock', 'salary', 'exercised_stock_options']]
['0.854866666667', '0.436101083032', '0.302', ['poi', 'deferred_income', 'restricted_stock', 'total_payments', 'exercised_stock_options']]
['0.825384615385', '0.409517426273', '0.3055', ['poi', 'long_term_incentive', 'shared_receipt_with_poi', 'bonus', 'exercised_stock_options']]
['0.833307692308', '0.442214532872', '0.3195', ['poi', 'long_term_incentive', 'from_messages', 'bonus', 'exercised_stock_options']]
['0.830384615385', '0.429261559696', '0.311', ['poi', 'long_term_incentive', 'bonus', 'total_stock_value', 'salary']]
['0.835461538462', '0.452494873548', '0.331', ['poi', 'long_term_incentive', 'bonus', 'total_stock_value', 'exercised_stock_options']]
['0.842846153846', '0.483030781373', '0.306', ['poi', 'long_term_incentive', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']]
['0.835769230769', '0.452229299363', '0.3195', ['poi', 'long_term_incentive', 'bonus', 'salary', 'exercised_stock_options']]
['0.840571428571', '0.422872340426', '0.318', ['poi', 'shared_receipt_with_poi', 'bonus', 'total_stock_value', 'exercised_stock_options']]
['0.852714285714', '0.476226993865', '0.3105', ['poi', 'from_messages', 'bonus', 'total_stock_value', 'from_poi_to_this_person']]
['0.855214285714', '0.489051094891', '0.3015', ['poi', 'from_messages', 'bonus', 'total_stock_value', 'from_this_person_to_poi']]
['0.854214285714', '0.484194294526', '0.314', ['poi', 'from_messages', 'bonus', 'total_stock_value', 'restricted_stock']]
['0.845714285714', '0.445355191257', '0.326', ['poi', 'from_messages', 'bonus', 'total_stock_value', 'exercised_stock_options']]
['0.843692307692', '0.487635239567', '0.3155', ['poi', 'from_messages', 'bonus', 'from_poi_to_this_person', 'exercised_stock_options']]
['0.846076923077', '0.499591169256', '0.3055', ['poi', 'from_messages', 'bonus', 'from_this_person_to_poi', 'exercised_stock_options']]
['0.849', '0.458394160584', '0.314', ['poi', 'from_messages', 'bonus', 'restricted_stock', 'exercised_stock_options']]
['0.839615384615', '0.469180565627', '0.3235', ['poi', 'bonus', 'total_stock_value', 'from_poi_to_this_person', 'exercised_stock_options']]
['0.841076923077', '0.475699558174', '0.323', ['poi', 'bonus', 'total_stock_value', 'from_this_person_to_poi', 'exercised_stock_options']]
['0.845307692308', '0.495778971604', '0.323', ['poi', 'bonus', 'total_stock_value', 'restricted_stock', 'exercised_stock_options']]
['0.846769230769', '0.503115264798', '0.323', ['poi', 'bonus', 'total_stock_value', 'salary', 'exercised_stock_options']]
In [15]:
# Prints out combinations which meet the criteria of precision being above 0.3 but recall being above 0.4; 

for a in All:
    if float(a[1]) > float(0.3):
        if float(a[2]) > float(0.4):
            print a
['0.707333333333', '0.362844702467', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees']]
['0.707333333333', '0.362844702467', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees']]
['0.872142857143', '0.571041948579', '0.422', ['poi', 'deferred_income', 'from_messages', 'exercised_stock_options']]
['0.837727272727', '0.577393808495', '0.401', ['poi', 'salary_bonus', 'deferred_income', 'long_term_incentive', 'bonus']]
['0.874214285714', '0.586281588448', '0.406', ['poi', 'expenses', 'deferred_income', 'from_messages', 'total_stock_value']]
['0.861357142857', '0.518706404566', '0.409', ['poi', 'deferred_income', 'long_term_incentive', 'from_messages', 'total_stock_value']]
['0.856928571429', '0.499073502162', '0.404', ['poi', 'deferred_income', 'long_term_incentive', 'total_stock_value', 'exercised_stock_options']]
['0.870214285714', '0.564482029598', '0.4005', ['poi', 'deferred_income', 'long_term_incentive', 'salary', 'exercised_stock_options']]
['0.707333333333', '0.362844702467', '1.0', ['poi', 'deferred_income', 'restricted_stock_deferred', 'director_fees', 'resto_dirfees']]
['0.870142857143', '0.561736770692', '0.414', ['poi', 'deferred_income', 'from_messages', 'from_poi_to_this_person', 'exercised_stock_options']]
['0.871142857143', '0.56940509915', '0.402', ['poi', 'deferred_income', 'from_messages', 'from_this_person_to_poi', 'exercised_stock_options']]

As is apparent in the cell above, very few combinations have precision above 0.3 and recall anywhere near 0.5 or higher. My identifier, which has 'deferred_income', 'restricted_stock_deferred', and 'director_fees' as features is matched only by one instance where another set of features (This combination includes my set of 3 features and 'resto_dirfees' - a feature created by me) meets similar but not better performance. This suggests that 'resto_dirfees' does not add much and thus I did not use it in my identifier.